├── .gitignore ├── .nojekyll ├── CODE_OF_CONDUCT.md ├── Deep-Learning-and-Scientific-Computing-with-R-torch.Rproj ├── Deep-Learning-and-Scientific-Computing-with-R-torch.tex ├── README.md ├── _quarto.yml ├── audio_classification.qmd ├── autograd.qmd ├── basics_overview.qmd ├── data.qmd ├── dl_overview.qmd ├── docs ├── .nojekyll ├── audio_classification.html ├── autograd.html ├── basics_overview.html ├── data.html ├── dl_overview.html ├── fourier_transform_dft.html ├── fourier_transform_fft.html ├── image_classification_1.html ├── image_classification_2.html ├── image_segmentation.html ├── images │ ├── audio-alluvial-baseline.png │ ├── audio-alluvial-complex.png │ ├── audio-alluvial-mel.png │ ├── audio-bird-dft.png │ ├── audio-bird-waveform.png │ ├── audio-fit-baseline.png │ ├── audio-fit-complex.png │ ├── audio-fit-mel.png │ ├── audio-lr-finder-baseline.png │ ├── audio-lr-finder-complex.png │ ├── audio-lr-finder-mel.png │ ├── audio-mel-filterbank.png │ ├── audio-mel-spectrogram.png │ ├── audio-spectrogram.png │ ├── autograd-compgraph.png │ ├── autograd-paraboloid.png │ ├── dft-cos-1-rev-dft.png │ ├── dft-cos-1-rev.png │ ├── dft-cos-32-rev.png │ ├── dft-cos-4-rev.png │ ├── dft-cos-mult-amplitude.png │ ├── dft-cos-phase-pi12.png │ ├── dft-dial-dft.png │ ├── dft-dial-fft.png │ ├── dft-dial-ifft.png │ ├── dft-dial-spectrogram.png │ ├── dft-dial-waveform.png │ ├── dft-mix-of-sinuisoids.png │ ├── efficiency-mnist-lr-finder.png │ ├── fft-perf-jit.png │ ├── fft-perf.png │ ├── images-conv-arithmetic-dilation.png │ ├── images-conv-arithmetic-padding.png │ ├── images-conv-arithmetic-strides.png │ ├── images-cross-correlation.png │ ├── images-feature-visualization.png │ ├── images-square-bottom.png │ ├── images-square-left.png │ ├── images-square-right.png │ ├── images-square-top.png │ ├── images-square.png │ ├── images2-lr-finder-batchnorm.png │ ├── images2-lr-finder-dropout.png │ ├── images2-lr-finder-resnet.png │ ├── least-squares-benchmark.png │ ├── optim-1-rosenbrock.png │ ├── optimizers-adagrad.png │ ├── optimizers-adam.png │ ├── optimizers-momentum.png │ ├── optimizers-rmsprop.png │ ├── optimizers-steepest-descent-elliptic.png │ ├── optimizers-steepest-descent-symmetric.png │ ├── overfitting-mnist-mixup-0.5.png │ ├── overfitting-mnist-mixup-0.7.png │ ├── overfitting-mnist-mixup-0.9.png │ ├── overfitting-mnist-test.png │ ├── overfitting-mnist-transforms.png │ ├── segmentation-conv-arithmetic-transposed.png │ ├── segmentation-lr-finder.png │ ├── segmentation-segmentation.png │ ├── segmentation-unet.png │ ├── tabular-heart-disease-biplot.png │ ├── tabular-heart-disease-fit.png │ ├── tabular-heart-disease-pca.png │ ├── tensors-dimensions.png │ ├── timeseries-vic-elec-fit-mlp.png │ ├── timeseries-vic-elec-fit.png │ ├── timeseries-vic-elec-lr-finder-mlp.png │ ├── timeseries-vic-elec-lr-finder.png │ ├── timeseries-vic-elec-preds-mlp.png │ ├── timeseries-vic-elec-preds.png │ ├── timeseries-vic-elec-stl-month.png │ ├── timeseries-vic-elec-stl.png │ ├── wav-K-omega.png │ ├── wav-chaffinch-fft.png │ ├── wav-chaffinch-spectrogram.png │ ├── wav-chaffinch-waveletdiag.png │ ├── wav-chaffinch.png │ ├── wav-example-long-diag1.png │ ├── wav-example-long-diag2.png │ ├── wav-example-long-diag3.png │ ├── wav-example-long-diag4.png │ ├── wav-example-long-diag5.png │ ├── wav-example-long-diag6.png │ ├── wav-example-long-transform.png │ ├── wav-example-long-transform2.png │ ├── wav-morlet-example.png │ ├── wav-signal-long.png │ ├── wav-signal-short-transform-largeK.png │ ├── wav-signal-short-transform.png │ └── wav-signal-short.png ├── index.html ├── loss_functions.html ├── matrix_computations_convolution.html ├── matrix_computations_leastsquares.html ├── modules.html ├── network_1.html ├── network_2.html ├── optim_1.html ├── optim_2.html ├── optimizers.html ├── other_overview.html ├── overfitting.html ├── references.html ├── search.json ├── site_libs │ ├── bootstrap │ │ ├── bootstrap-icons.css │ │ ├── bootstrap-icons.woff │ │ ├── bootstrap.min.css │ │ └── bootstrap.min.js │ ├── clipboard │ │ └── clipboard.min.js │ ├── quarto-html │ │ ├── anchor.min.js │ │ ├── popper.min.js │ │ ├── quarto-syntax-highlighting.css │ │ ├── quarto.js │ │ ├── tippy.css │ │ └── tippy.umd.min.js │ ├── quarto-nav │ │ ├── headroom.min.js │ │ └── quarto-nav.js │ └── quarto-search │ │ ├── autocomplete.umd.js │ │ ├── fuse.min.js │ │ └── quarto-search.js ├── tabular_data.html ├── tensors.html ├── time_series.html ├── training_efficiency.html ├── training_with_luz.html ├── wavelets.html └── what_is_torch.html ├── errata.md ├── fourier_transform_dft.qmd ├── fourier_transform_fft.qmd ├── image_classification_1.qmd ├── image_classification_2.qmd ├── image_segmentation.qmd ├── images ├── adagrad.ggb ├── adam.ggb ├── audio-alluvial-baseline.png ├── audio-alluvial-complex.png ├── audio-alluvial-mel.png ├── audio-bird-dft.png ├── audio-bird-waveform.png ├── audio-fit-baseline.png ├── audio-fit-complex.png ├── audio-fit-mel.png ├── audio-lr-finder-baseline.png ├── audio-lr-finder-complex.png ├── audio-lr-finder-mel.png ├── audio-mel-filterbank.png ├── audio-mel-spectrogram.png ├── audio-spectrogram-zoom.png ├── audio-spectrogram.png ├── autograd-compgraph.png ├── autograd-paraboloid.png ├── compgraph.odg ├── cross-correlation.ggb ├── cross-correlation.ods ├── dft-cos-1-rev-dft.png ├── dft-cos-1-rev.png ├── dft-cos-32-rev.png ├── dft-cos-4-rev.png ├── dft-cos-mult-amplitude.png ├── dft-cos-phase-pi12.png ├── dft-dial-dft.png ├── dft-dial-fft.png ├── dft-dial-ifft.png ├── dft-dial-spectrogram.png ├── dft-dial-waveform.png ├── dft-mix-of-sinuisoids.png ├── dimensions.ggb ├── dimensions.xcf ├── efficiency-mnist-lr-finder.png ├── fft-perf-jit.png ├── fft-perf.png ├── images-conv-arithmetic-dilation.png ├── images-conv-arithmetic-padding.png ├── images-conv-arithmetic-strides.png ├── images-cross-correlation.png ├── images-feature-visualization.png ├── images-square-bottom.png ├── images-square-filters.png ├── images-square-left.png ├── images-square-right.png ├── images-square-top.png ├── images-square.png ├── images2-lr-finder-batchnorm.png ├── images2-lr-finder-dropout.png ├── images2-lr-finder-resnet.png ├── least-squares-benchmark.png ├── momentum.ggb ├── nesterov.ggb ├── nesterov_rosenbrock.ggb ├── optim-1-rosenbrock.png ├── optimizers-adagrad.png ├── optimizers-adam.png ├── optimizers-momentum.png ├── optimizers-rmsprop.png ├── optimizers-steepest-descent-elliptic.png ├── optimizers-steepest-descent-symmetric.png ├── overfitting-mnist-mixup-0.5.png ├── overfitting-mnist-mixup-0.7.png ├── overfitting-mnist-mixup-0.9.png ├── overfitting-mnist-test.png ├── overfitting-mnist-transforms.png ├── paraboloid.ggb ├── rmsprop.ggb ├── segmentation-conv-arithmetic-transposed.png ├── segmentation-lr-finder.png ├── segmentation-segmentation.png ├── segmentation-unet.png ├── square.xcf ├── steepest_descent_elliptic.ggb ├── steepest_descent_symmetric.ggb ├── tabular-heart-disease-biplot.png ├── tabular-heart-disease-fit.png ├── tabular-heart-disease-pca.png ├── tensors-dimensions.png ├── timeseries-vic-elec-fit-mlp.png ├── timeseries-vic-elec-fit.png ├── timeseries-vic-elec-lr-finder-mlp.png ├── timeseries-vic-elec-lr-finder.png ├── timeseries-vic-elec-preds-mlp.png ├── timeseries-vic-elec-preds.png ├── timeseries-vic-elec-stl-month.png ├── timeseries-vic-elec-stl.png ├── wav-K-omega.png ├── wav-chaffinch-fft.png ├── wav-chaffinch-spectrogram.png ├── wav-chaffinch-waveletdiag.png ├── wav-chaffinch.png ├── wav-example-long-diag1.png ├── wav-example-long-diag2.png ├── wav-example-long-diag3.png ├── wav-example-long-diag4.png ├── wav-example-long-diag5.png ├── wav-example-long-diag6.png ├── wav-example-long-transform.png ├── wav-example-long-transform2.png ├── wav-morlet-example.png ├── wav-signal-long.png ├── wav-signal-short-transform-largeK.png ├── wav-signal-short-transform.png └── wav-signal-short.png ├── index.qmd ├── intro.qmd ├── krantz.cls ├── loss_functions.qmd ├── matrix_computations_convolution.qmd ├── matrix_computations_leastsquares.qmd ├── modules.qmd ├── network_1.qmd ├── network_2.qmd ├── optim_1.qmd ├── optim_2.qmd ├── optimizers.qmd ├── other_overview.qmd ├── overfitting.qmd ├── references.bib ├── references.qmd ├── resources ├── adagrad.tex ├── adam.tex ├── chaffinch.wav ├── dft-dial.wav ├── dimensions.tex ├── matrix-weather.csv ├── momentum.tex ├── paraboloid.tex ├── rmsprop.tex ├── steepest-descent-elliptic.tex ├── steepest-descent-symmetric.tex └── tabular-heart.csv ├── tabular_data.qmd ├── tensors.qmd ├── time_series.qmd ├── training_efficiency.qmd ├── training_with_luz.qmd ├── wavelets.qmd └── what_is_torch.qmd /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/.gitignore -------------------------------------------------------------------------------- /.nojekyll: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /CODE_OF_CONDUCT.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/CODE_OF_CONDUCT.md -------------------------------------------------------------------------------- /Deep-Learning-and-Scientific-Computing-with-R-torch.Rproj: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/Deep-Learning-and-Scientific-Computing-with-R-torch.Rproj -------------------------------------------------------------------------------- /Deep-Learning-and-Scientific-Computing-with-R-torch.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/Deep-Learning-and-Scientific-Computing-with-R-torch.tex -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/README.md -------------------------------------------------------------------------------- /_quarto.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/_quarto.yml -------------------------------------------------------------------------------- /audio_classification.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/audio_classification.qmd -------------------------------------------------------------------------------- /autograd.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/autograd.qmd -------------------------------------------------------------------------------- /basics_overview.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/basics_overview.qmd -------------------------------------------------------------------------------- /data.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/data.qmd -------------------------------------------------------------------------------- /dl_overview.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/dl_overview.qmd -------------------------------------------------------------------------------- /docs/.nojekyll: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /docs/audio_classification.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/audio_classification.html -------------------------------------------------------------------------------- /docs/autograd.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/autograd.html -------------------------------------------------------------------------------- /docs/basics_overview.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/basics_overview.html -------------------------------------------------------------------------------- /docs/data.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/data.html -------------------------------------------------------------------------------- /docs/dl_overview.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/dl_overview.html -------------------------------------------------------------------------------- /docs/fourier_transform_dft.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/fourier_transform_dft.html -------------------------------------------------------------------------------- /docs/fourier_transform_fft.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/fourier_transform_fft.html -------------------------------------------------------------------------------- /docs/image_classification_1.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/image_classification_1.html -------------------------------------------------------------------------------- /docs/image_classification_2.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/image_classification_2.html -------------------------------------------------------------------------------- /docs/image_segmentation.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/image_segmentation.html -------------------------------------------------------------------------------- /docs/images/audio-alluvial-baseline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-alluvial-baseline.png -------------------------------------------------------------------------------- /docs/images/audio-alluvial-complex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-alluvial-complex.png -------------------------------------------------------------------------------- /docs/images/audio-alluvial-mel.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-alluvial-mel.png -------------------------------------------------------------------------------- /docs/images/audio-bird-dft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-bird-dft.png -------------------------------------------------------------------------------- /docs/images/audio-bird-waveform.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-bird-waveform.png -------------------------------------------------------------------------------- /docs/images/audio-fit-baseline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-fit-baseline.png -------------------------------------------------------------------------------- /docs/images/audio-fit-complex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-fit-complex.png -------------------------------------------------------------------------------- /docs/images/audio-fit-mel.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-fit-mel.png -------------------------------------------------------------------------------- /docs/images/audio-lr-finder-baseline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-lr-finder-baseline.png -------------------------------------------------------------------------------- /docs/images/audio-lr-finder-complex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-lr-finder-complex.png -------------------------------------------------------------------------------- /docs/images/audio-lr-finder-mel.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-lr-finder-mel.png -------------------------------------------------------------------------------- /docs/images/audio-mel-filterbank.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-mel-filterbank.png -------------------------------------------------------------------------------- /docs/images/audio-mel-spectrogram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-mel-spectrogram.png -------------------------------------------------------------------------------- /docs/images/audio-spectrogram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/audio-spectrogram.png -------------------------------------------------------------------------------- /docs/images/autograd-compgraph.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/autograd-compgraph.png -------------------------------------------------------------------------------- /docs/images/autograd-paraboloid.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/autograd-paraboloid.png -------------------------------------------------------------------------------- /docs/images/dft-cos-1-rev-dft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-cos-1-rev-dft.png -------------------------------------------------------------------------------- /docs/images/dft-cos-1-rev.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-cos-1-rev.png -------------------------------------------------------------------------------- /docs/images/dft-cos-32-rev.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-cos-32-rev.png -------------------------------------------------------------------------------- /docs/images/dft-cos-4-rev.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-cos-4-rev.png -------------------------------------------------------------------------------- /docs/images/dft-cos-mult-amplitude.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-cos-mult-amplitude.png -------------------------------------------------------------------------------- /docs/images/dft-cos-phase-pi12.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-cos-phase-pi12.png -------------------------------------------------------------------------------- /docs/images/dft-dial-dft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-dial-dft.png -------------------------------------------------------------------------------- /docs/images/dft-dial-fft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-dial-fft.png -------------------------------------------------------------------------------- /docs/images/dft-dial-ifft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-dial-ifft.png -------------------------------------------------------------------------------- /docs/images/dft-dial-spectrogram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-dial-spectrogram.png -------------------------------------------------------------------------------- /docs/images/dft-dial-waveform.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-dial-waveform.png -------------------------------------------------------------------------------- /docs/images/dft-mix-of-sinuisoids.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/dft-mix-of-sinuisoids.png -------------------------------------------------------------------------------- /docs/images/efficiency-mnist-lr-finder.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/efficiency-mnist-lr-finder.png -------------------------------------------------------------------------------- /docs/images/fft-perf-jit.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/fft-perf-jit.png -------------------------------------------------------------------------------- /docs/images/fft-perf.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/fft-perf.png -------------------------------------------------------------------------------- /docs/images/images-conv-arithmetic-dilation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images-conv-arithmetic-dilation.png -------------------------------------------------------------------------------- /docs/images/images-conv-arithmetic-padding.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images-conv-arithmetic-padding.png -------------------------------------------------------------------------------- /docs/images/images-conv-arithmetic-strides.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images-conv-arithmetic-strides.png -------------------------------------------------------------------------------- /docs/images/images-cross-correlation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images-cross-correlation.png -------------------------------------------------------------------------------- /docs/images/images-feature-visualization.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images-feature-visualization.png -------------------------------------------------------------------------------- /docs/images/images-square-bottom.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images-square-bottom.png -------------------------------------------------------------------------------- /docs/images/images-square-left.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images-square-left.png -------------------------------------------------------------------------------- /docs/images/images-square-right.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images-square-right.png -------------------------------------------------------------------------------- /docs/images/images-square-top.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images-square-top.png -------------------------------------------------------------------------------- /docs/images/images-square.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images-square.png -------------------------------------------------------------------------------- /docs/images/images2-lr-finder-batchnorm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images2-lr-finder-batchnorm.png -------------------------------------------------------------------------------- /docs/images/images2-lr-finder-dropout.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images2-lr-finder-dropout.png -------------------------------------------------------------------------------- /docs/images/images2-lr-finder-resnet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/images2-lr-finder-resnet.png -------------------------------------------------------------------------------- /docs/images/least-squares-benchmark.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/least-squares-benchmark.png -------------------------------------------------------------------------------- /docs/images/optim-1-rosenbrock.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/optim-1-rosenbrock.png -------------------------------------------------------------------------------- /docs/images/optimizers-adagrad.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/optimizers-adagrad.png -------------------------------------------------------------------------------- /docs/images/optimizers-adam.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/optimizers-adam.png -------------------------------------------------------------------------------- /docs/images/optimizers-momentum.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/optimizers-momentum.png -------------------------------------------------------------------------------- /docs/images/optimizers-rmsprop.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/optimizers-rmsprop.png -------------------------------------------------------------------------------- /docs/images/optimizers-steepest-descent-elliptic.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/optimizers-steepest-descent-elliptic.png -------------------------------------------------------------------------------- /docs/images/optimizers-steepest-descent-symmetric.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/optimizers-steepest-descent-symmetric.png -------------------------------------------------------------------------------- /docs/images/overfitting-mnist-mixup-0.5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/overfitting-mnist-mixup-0.5.png -------------------------------------------------------------------------------- /docs/images/overfitting-mnist-mixup-0.7.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/overfitting-mnist-mixup-0.7.png -------------------------------------------------------------------------------- /docs/images/overfitting-mnist-mixup-0.9.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/overfitting-mnist-mixup-0.9.png -------------------------------------------------------------------------------- /docs/images/overfitting-mnist-test.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/overfitting-mnist-test.png -------------------------------------------------------------------------------- /docs/images/overfitting-mnist-transforms.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/overfitting-mnist-transforms.png -------------------------------------------------------------------------------- /docs/images/segmentation-conv-arithmetic-transposed.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/segmentation-conv-arithmetic-transposed.png -------------------------------------------------------------------------------- /docs/images/segmentation-lr-finder.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/segmentation-lr-finder.png -------------------------------------------------------------------------------- /docs/images/segmentation-segmentation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/segmentation-segmentation.png -------------------------------------------------------------------------------- /docs/images/segmentation-unet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/segmentation-unet.png -------------------------------------------------------------------------------- /docs/images/tabular-heart-disease-biplot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/tabular-heart-disease-biplot.png -------------------------------------------------------------------------------- /docs/images/tabular-heart-disease-fit.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/tabular-heart-disease-fit.png -------------------------------------------------------------------------------- /docs/images/tabular-heart-disease-pca.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/tabular-heart-disease-pca.png -------------------------------------------------------------------------------- /docs/images/tensors-dimensions.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/tensors-dimensions.png -------------------------------------------------------------------------------- /docs/images/timeseries-vic-elec-fit-mlp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/timeseries-vic-elec-fit-mlp.png -------------------------------------------------------------------------------- /docs/images/timeseries-vic-elec-fit.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/timeseries-vic-elec-fit.png -------------------------------------------------------------------------------- /docs/images/timeseries-vic-elec-lr-finder-mlp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/timeseries-vic-elec-lr-finder-mlp.png -------------------------------------------------------------------------------- /docs/images/timeseries-vic-elec-lr-finder.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/timeseries-vic-elec-lr-finder.png -------------------------------------------------------------------------------- /docs/images/timeseries-vic-elec-preds-mlp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/timeseries-vic-elec-preds-mlp.png -------------------------------------------------------------------------------- /docs/images/timeseries-vic-elec-preds.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/timeseries-vic-elec-preds.png -------------------------------------------------------------------------------- /docs/images/timeseries-vic-elec-stl-month.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/timeseries-vic-elec-stl-month.png -------------------------------------------------------------------------------- /docs/images/timeseries-vic-elec-stl.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/timeseries-vic-elec-stl.png -------------------------------------------------------------------------------- /docs/images/wav-K-omega.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-K-omega.png -------------------------------------------------------------------------------- /docs/images/wav-chaffinch-fft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-chaffinch-fft.png -------------------------------------------------------------------------------- /docs/images/wav-chaffinch-spectrogram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-chaffinch-spectrogram.png -------------------------------------------------------------------------------- /docs/images/wav-chaffinch-waveletdiag.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-chaffinch-waveletdiag.png -------------------------------------------------------------------------------- /docs/images/wav-chaffinch.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-chaffinch.png -------------------------------------------------------------------------------- /docs/images/wav-example-long-diag1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-example-long-diag1.png -------------------------------------------------------------------------------- /docs/images/wav-example-long-diag2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-example-long-diag2.png -------------------------------------------------------------------------------- /docs/images/wav-example-long-diag3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-example-long-diag3.png -------------------------------------------------------------------------------- /docs/images/wav-example-long-diag4.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-example-long-diag4.png -------------------------------------------------------------------------------- /docs/images/wav-example-long-diag5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-example-long-diag5.png -------------------------------------------------------------------------------- /docs/images/wav-example-long-diag6.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-example-long-diag6.png -------------------------------------------------------------------------------- /docs/images/wav-example-long-transform.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-example-long-transform.png -------------------------------------------------------------------------------- /docs/images/wav-example-long-transform2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-example-long-transform2.png -------------------------------------------------------------------------------- /docs/images/wav-morlet-example.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-morlet-example.png -------------------------------------------------------------------------------- /docs/images/wav-signal-long.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-signal-long.png -------------------------------------------------------------------------------- /docs/images/wav-signal-short-transform-largeK.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-signal-short-transform-largeK.png -------------------------------------------------------------------------------- /docs/images/wav-signal-short-transform.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-signal-short-transform.png -------------------------------------------------------------------------------- /docs/images/wav-signal-short.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/images/wav-signal-short.png -------------------------------------------------------------------------------- /docs/index.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/index.html -------------------------------------------------------------------------------- /docs/loss_functions.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/loss_functions.html -------------------------------------------------------------------------------- /docs/matrix_computations_convolution.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/matrix_computations_convolution.html -------------------------------------------------------------------------------- /docs/matrix_computations_leastsquares.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/matrix_computations_leastsquares.html -------------------------------------------------------------------------------- /docs/modules.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/modules.html -------------------------------------------------------------------------------- /docs/network_1.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/network_1.html -------------------------------------------------------------------------------- /docs/network_2.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/network_2.html -------------------------------------------------------------------------------- /docs/optim_1.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/optim_1.html -------------------------------------------------------------------------------- /docs/optim_2.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/optim_2.html -------------------------------------------------------------------------------- /docs/optimizers.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/optimizers.html -------------------------------------------------------------------------------- /docs/other_overview.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/other_overview.html -------------------------------------------------------------------------------- /docs/overfitting.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/overfitting.html -------------------------------------------------------------------------------- /docs/references.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/references.html -------------------------------------------------------------------------------- /docs/search.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/search.json -------------------------------------------------------------------------------- /docs/site_libs/bootstrap/bootstrap-icons.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/bootstrap/bootstrap-icons.css -------------------------------------------------------------------------------- /docs/site_libs/bootstrap/bootstrap-icons.woff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/bootstrap/bootstrap-icons.woff -------------------------------------------------------------------------------- /docs/site_libs/bootstrap/bootstrap.min.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/bootstrap/bootstrap.min.css -------------------------------------------------------------------------------- /docs/site_libs/bootstrap/bootstrap.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/bootstrap/bootstrap.min.js -------------------------------------------------------------------------------- /docs/site_libs/clipboard/clipboard.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/clipboard/clipboard.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/anchor.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/quarto-html/anchor.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/popper.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/quarto-html/popper.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/quarto-syntax-highlighting.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/quarto-html/quarto-syntax-highlighting.css -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/quarto.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/quarto-html/quarto.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/tippy.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/quarto-html/tippy.css -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/tippy.umd.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/quarto-html/tippy.umd.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-nav/headroom.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/quarto-nav/headroom.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-nav/quarto-nav.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/quarto-nav/quarto-nav.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-search/autocomplete.umd.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/quarto-search/autocomplete.umd.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-search/fuse.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/quarto-search/fuse.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-search/quarto-search.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/site_libs/quarto-search/quarto-search.js -------------------------------------------------------------------------------- /docs/tabular_data.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/tabular_data.html -------------------------------------------------------------------------------- /docs/tensors.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/tensors.html -------------------------------------------------------------------------------- /docs/time_series.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/time_series.html -------------------------------------------------------------------------------- /docs/training_efficiency.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/training_efficiency.html -------------------------------------------------------------------------------- /docs/training_with_luz.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/training_with_luz.html -------------------------------------------------------------------------------- /docs/wavelets.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/wavelets.html -------------------------------------------------------------------------------- /docs/what_is_torch.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/docs/what_is_torch.html -------------------------------------------------------------------------------- /errata.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/errata.md -------------------------------------------------------------------------------- /fourier_transform_dft.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/fourier_transform_dft.qmd -------------------------------------------------------------------------------- /fourier_transform_fft.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/fourier_transform_fft.qmd -------------------------------------------------------------------------------- /image_classification_1.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/image_classification_1.qmd -------------------------------------------------------------------------------- /image_classification_2.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/image_classification_2.qmd -------------------------------------------------------------------------------- /image_segmentation.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/image_segmentation.qmd -------------------------------------------------------------------------------- /images/adagrad.ggb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/adagrad.ggb -------------------------------------------------------------------------------- /images/adam.ggb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/adam.ggb -------------------------------------------------------------------------------- /images/audio-alluvial-baseline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-alluvial-baseline.png -------------------------------------------------------------------------------- /images/audio-alluvial-complex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-alluvial-complex.png -------------------------------------------------------------------------------- /images/audio-alluvial-mel.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-alluvial-mel.png -------------------------------------------------------------------------------- /images/audio-bird-dft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-bird-dft.png -------------------------------------------------------------------------------- /images/audio-bird-waveform.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-bird-waveform.png -------------------------------------------------------------------------------- /images/audio-fit-baseline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-fit-baseline.png -------------------------------------------------------------------------------- /images/audio-fit-complex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-fit-complex.png -------------------------------------------------------------------------------- /images/audio-fit-mel.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-fit-mel.png -------------------------------------------------------------------------------- /images/audio-lr-finder-baseline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-lr-finder-baseline.png -------------------------------------------------------------------------------- /images/audio-lr-finder-complex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-lr-finder-complex.png -------------------------------------------------------------------------------- /images/audio-lr-finder-mel.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-lr-finder-mel.png -------------------------------------------------------------------------------- /images/audio-mel-filterbank.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-mel-filterbank.png -------------------------------------------------------------------------------- /images/audio-mel-spectrogram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-mel-spectrogram.png -------------------------------------------------------------------------------- /images/audio-spectrogram-zoom.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-spectrogram-zoom.png -------------------------------------------------------------------------------- /images/audio-spectrogram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/audio-spectrogram.png -------------------------------------------------------------------------------- /images/autograd-compgraph.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/autograd-compgraph.png -------------------------------------------------------------------------------- /images/autograd-paraboloid.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/autograd-paraboloid.png -------------------------------------------------------------------------------- /images/compgraph.odg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/compgraph.odg -------------------------------------------------------------------------------- /images/cross-correlation.ggb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/cross-correlation.ggb -------------------------------------------------------------------------------- /images/cross-correlation.ods: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/cross-correlation.ods -------------------------------------------------------------------------------- /images/dft-cos-1-rev-dft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-cos-1-rev-dft.png -------------------------------------------------------------------------------- /images/dft-cos-1-rev.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-cos-1-rev.png -------------------------------------------------------------------------------- /images/dft-cos-32-rev.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-cos-32-rev.png -------------------------------------------------------------------------------- /images/dft-cos-4-rev.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-cos-4-rev.png -------------------------------------------------------------------------------- /images/dft-cos-mult-amplitude.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-cos-mult-amplitude.png -------------------------------------------------------------------------------- /images/dft-cos-phase-pi12.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-cos-phase-pi12.png -------------------------------------------------------------------------------- /images/dft-dial-dft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-dial-dft.png -------------------------------------------------------------------------------- /images/dft-dial-fft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-dial-fft.png -------------------------------------------------------------------------------- /images/dft-dial-ifft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-dial-ifft.png -------------------------------------------------------------------------------- /images/dft-dial-spectrogram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-dial-spectrogram.png -------------------------------------------------------------------------------- /images/dft-dial-waveform.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-dial-waveform.png -------------------------------------------------------------------------------- /images/dft-mix-of-sinuisoids.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dft-mix-of-sinuisoids.png -------------------------------------------------------------------------------- /images/dimensions.ggb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dimensions.ggb -------------------------------------------------------------------------------- /images/dimensions.xcf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/dimensions.xcf -------------------------------------------------------------------------------- /images/efficiency-mnist-lr-finder.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/efficiency-mnist-lr-finder.png -------------------------------------------------------------------------------- /images/fft-perf-jit.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/fft-perf-jit.png -------------------------------------------------------------------------------- /images/fft-perf.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/fft-perf.png -------------------------------------------------------------------------------- /images/images-conv-arithmetic-dilation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images-conv-arithmetic-dilation.png -------------------------------------------------------------------------------- /images/images-conv-arithmetic-padding.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images-conv-arithmetic-padding.png -------------------------------------------------------------------------------- /images/images-conv-arithmetic-strides.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images-conv-arithmetic-strides.png -------------------------------------------------------------------------------- /images/images-cross-correlation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images-cross-correlation.png -------------------------------------------------------------------------------- /images/images-feature-visualization.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images-feature-visualization.png -------------------------------------------------------------------------------- /images/images-square-bottom.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images-square-bottom.png -------------------------------------------------------------------------------- /images/images-square-filters.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images-square-filters.png -------------------------------------------------------------------------------- /images/images-square-left.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images-square-left.png -------------------------------------------------------------------------------- /images/images-square-right.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images-square-right.png -------------------------------------------------------------------------------- /images/images-square-top.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images-square-top.png -------------------------------------------------------------------------------- /images/images-square.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images-square.png -------------------------------------------------------------------------------- /images/images2-lr-finder-batchnorm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images2-lr-finder-batchnorm.png -------------------------------------------------------------------------------- /images/images2-lr-finder-dropout.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images2-lr-finder-dropout.png -------------------------------------------------------------------------------- /images/images2-lr-finder-resnet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/images2-lr-finder-resnet.png -------------------------------------------------------------------------------- /images/least-squares-benchmark.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/least-squares-benchmark.png -------------------------------------------------------------------------------- /images/momentum.ggb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/momentum.ggb -------------------------------------------------------------------------------- /images/nesterov.ggb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/nesterov.ggb -------------------------------------------------------------------------------- /images/nesterov_rosenbrock.ggb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/nesterov_rosenbrock.ggb -------------------------------------------------------------------------------- /images/optim-1-rosenbrock.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/optim-1-rosenbrock.png -------------------------------------------------------------------------------- /images/optimizers-adagrad.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/optimizers-adagrad.png -------------------------------------------------------------------------------- /images/optimizers-adam.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/optimizers-adam.png -------------------------------------------------------------------------------- /images/optimizers-momentum.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/optimizers-momentum.png -------------------------------------------------------------------------------- /images/optimizers-rmsprop.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/optimizers-rmsprop.png -------------------------------------------------------------------------------- /images/optimizers-steepest-descent-elliptic.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/optimizers-steepest-descent-elliptic.png -------------------------------------------------------------------------------- /images/optimizers-steepest-descent-symmetric.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/optimizers-steepest-descent-symmetric.png -------------------------------------------------------------------------------- /images/overfitting-mnist-mixup-0.5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/overfitting-mnist-mixup-0.5.png -------------------------------------------------------------------------------- /images/overfitting-mnist-mixup-0.7.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/overfitting-mnist-mixup-0.7.png -------------------------------------------------------------------------------- /images/overfitting-mnist-mixup-0.9.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/overfitting-mnist-mixup-0.9.png -------------------------------------------------------------------------------- /images/overfitting-mnist-test.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/overfitting-mnist-test.png -------------------------------------------------------------------------------- /images/overfitting-mnist-transforms.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/overfitting-mnist-transforms.png -------------------------------------------------------------------------------- /images/paraboloid.ggb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/paraboloid.ggb -------------------------------------------------------------------------------- /images/rmsprop.ggb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/rmsprop.ggb -------------------------------------------------------------------------------- /images/segmentation-conv-arithmetic-transposed.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/segmentation-conv-arithmetic-transposed.png -------------------------------------------------------------------------------- /images/segmentation-lr-finder.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/segmentation-lr-finder.png -------------------------------------------------------------------------------- /images/segmentation-segmentation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/segmentation-segmentation.png -------------------------------------------------------------------------------- /images/segmentation-unet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/segmentation-unet.png -------------------------------------------------------------------------------- /images/square.xcf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/square.xcf -------------------------------------------------------------------------------- /images/steepest_descent_elliptic.ggb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/steepest_descent_elliptic.ggb -------------------------------------------------------------------------------- /images/steepest_descent_symmetric.ggb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/steepest_descent_symmetric.ggb -------------------------------------------------------------------------------- /images/tabular-heart-disease-biplot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/tabular-heart-disease-biplot.png -------------------------------------------------------------------------------- /images/tabular-heart-disease-fit.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/tabular-heart-disease-fit.png -------------------------------------------------------------------------------- /images/tabular-heart-disease-pca.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/tabular-heart-disease-pca.png -------------------------------------------------------------------------------- /images/tensors-dimensions.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/tensors-dimensions.png -------------------------------------------------------------------------------- /images/timeseries-vic-elec-fit-mlp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/timeseries-vic-elec-fit-mlp.png -------------------------------------------------------------------------------- /images/timeseries-vic-elec-fit.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/timeseries-vic-elec-fit.png -------------------------------------------------------------------------------- /images/timeseries-vic-elec-lr-finder-mlp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/timeseries-vic-elec-lr-finder-mlp.png -------------------------------------------------------------------------------- /images/timeseries-vic-elec-lr-finder.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/timeseries-vic-elec-lr-finder.png -------------------------------------------------------------------------------- /images/timeseries-vic-elec-preds-mlp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/timeseries-vic-elec-preds-mlp.png -------------------------------------------------------------------------------- /images/timeseries-vic-elec-preds.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/timeseries-vic-elec-preds.png -------------------------------------------------------------------------------- /images/timeseries-vic-elec-stl-month.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/timeseries-vic-elec-stl-month.png -------------------------------------------------------------------------------- /images/timeseries-vic-elec-stl.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/timeseries-vic-elec-stl.png -------------------------------------------------------------------------------- /images/wav-K-omega.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-K-omega.png -------------------------------------------------------------------------------- /images/wav-chaffinch-fft.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-chaffinch-fft.png -------------------------------------------------------------------------------- /images/wav-chaffinch-spectrogram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-chaffinch-spectrogram.png -------------------------------------------------------------------------------- /images/wav-chaffinch-waveletdiag.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-chaffinch-waveletdiag.png -------------------------------------------------------------------------------- /images/wav-chaffinch.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-chaffinch.png -------------------------------------------------------------------------------- /images/wav-example-long-diag1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-example-long-diag1.png -------------------------------------------------------------------------------- /images/wav-example-long-diag2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-example-long-diag2.png -------------------------------------------------------------------------------- /images/wav-example-long-diag3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-example-long-diag3.png -------------------------------------------------------------------------------- /images/wav-example-long-diag4.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-example-long-diag4.png -------------------------------------------------------------------------------- /images/wav-example-long-diag5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-example-long-diag5.png -------------------------------------------------------------------------------- /images/wav-example-long-diag6.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-example-long-diag6.png -------------------------------------------------------------------------------- /images/wav-example-long-transform.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-example-long-transform.png -------------------------------------------------------------------------------- /images/wav-example-long-transform2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-example-long-transform2.png -------------------------------------------------------------------------------- /images/wav-morlet-example.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-morlet-example.png -------------------------------------------------------------------------------- /images/wav-signal-long.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-signal-long.png -------------------------------------------------------------------------------- /images/wav-signal-short-transform-largeK.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-signal-short-transform-largeK.png -------------------------------------------------------------------------------- /images/wav-signal-short-transform.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-signal-short-transform.png -------------------------------------------------------------------------------- /images/wav-signal-short.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/images/wav-signal-short.png -------------------------------------------------------------------------------- /index.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/index.qmd -------------------------------------------------------------------------------- /intro.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/intro.qmd -------------------------------------------------------------------------------- /krantz.cls: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/krantz.cls -------------------------------------------------------------------------------- /loss_functions.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/loss_functions.qmd -------------------------------------------------------------------------------- /matrix_computations_convolution.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/matrix_computations_convolution.qmd -------------------------------------------------------------------------------- /matrix_computations_leastsquares.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/matrix_computations_leastsquares.qmd -------------------------------------------------------------------------------- /modules.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/modules.qmd -------------------------------------------------------------------------------- /network_1.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/network_1.qmd -------------------------------------------------------------------------------- /network_2.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/network_2.qmd -------------------------------------------------------------------------------- /optim_1.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/optim_1.qmd -------------------------------------------------------------------------------- /optim_2.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/optim_2.qmd -------------------------------------------------------------------------------- /optimizers.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/optimizers.qmd -------------------------------------------------------------------------------- /other_overview.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/other_overview.qmd -------------------------------------------------------------------------------- /overfitting.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/overfitting.qmd -------------------------------------------------------------------------------- /references.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/references.bib -------------------------------------------------------------------------------- /references.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/references.qmd -------------------------------------------------------------------------------- /resources/adagrad.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/adagrad.tex -------------------------------------------------------------------------------- /resources/adam.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/adam.tex -------------------------------------------------------------------------------- /resources/chaffinch.wav: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/chaffinch.wav -------------------------------------------------------------------------------- /resources/dft-dial.wav: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/dft-dial.wav -------------------------------------------------------------------------------- /resources/dimensions.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/dimensions.tex -------------------------------------------------------------------------------- /resources/matrix-weather.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/matrix-weather.csv -------------------------------------------------------------------------------- /resources/momentum.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/momentum.tex -------------------------------------------------------------------------------- /resources/paraboloid.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/paraboloid.tex -------------------------------------------------------------------------------- /resources/rmsprop.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/rmsprop.tex -------------------------------------------------------------------------------- /resources/steepest-descent-elliptic.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/steepest-descent-elliptic.tex -------------------------------------------------------------------------------- /resources/steepest-descent-symmetric.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/steepest-descent-symmetric.tex -------------------------------------------------------------------------------- /resources/tabular-heart.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/resources/tabular-heart.csv -------------------------------------------------------------------------------- /tabular_data.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/tabular_data.qmd -------------------------------------------------------------------------------- /tensors.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/tensors.qmd -------------------------------------------------------------------------------- /time_series.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/time_series.qmd -------------------------------------------------------------------------------- /training_efficiency.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/training_efficiency.qmd -------------------------------------------------------------------------------- /training_with_luz.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/training_with_luz.qmd -------------------------------------------------------------------------------- /wavelets.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/wavelets.qmd -------------------------------------------------------------------------------- /what_is_torch.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch/HEAD/what_is_torch.qmd --------------------------------------------------------------------------------