├── .gitignore ├── LICENSE ├── README.md ├── courses ├── sr2018 │ ├── imdb-exercise.ipynb │ └── ted-exercise.ipynb ├── uefml2017 │ └── README.md └── yandex2017 │ └── README.md ├── examples ├── PlotResults.ipynb ├── distributed_training_with_jax.py ├── jax-gpu-test.py ├── jax-mnist-mlp.py ├── keras-20ng-cnn.py ├── keras-20ng-rnn.py ├── keras-20ng.py ├── keras-dvc-cnn-evaluate.py ├── keras-dvc-cnn-pretrained.py ├── keras-dvc-cnn-simple-hvd.py ├── keras-dvc-cnn-simple-multigpu.py ├── keras-dvc-cnn-simple.py ├── keras-gtsrb-cnn-empty.py ├── keras-gtsrb-cnn-pretrained.py ├── keras-gtsrb-cnn-simple.py ├── keras-mnist_cnn.py ├── keras-sfnet-cnn.py ├── keras-sfnet-lstm.py ├── keras-ted-cnn.py ├── keras-ted-rnn.py ├── keras-ted.py ├── keras-test.py ├── keras-titles-rnn.py ├── pytorch-gpu-test.py ├── pytorch-imdb-bert.py ├── pytorch_20ng_bert.py ├── pytorch_20ng_cnn.py ├── pytorch_20ng_rnn.py ├── pytorch_dvc_cnn_hvd.py ├── pytorch_dvc_cnn_pretrained.py ├── pytorch_dvc_cnn_pretrained_multigpu.py ├── pytorch_dvc_cnn_simple.py ├── pytorch_dvc_cnn_simple_hvd.py ├── pytorch_dvc_cnn_simple_multigpu.py ├── pytorch_dvc_cnn_simple_prof.py ├── pytorch_dvc_vit.py ├── pytorch_gtsrb_cnn_pretrained.py ├── pytorch_gtsrb_cnn_simple.py ├── pytorch_gtsrb_vit.py ├── pytorch_imdb_gpt.py ├── pytorch_imdb_gpt_multigpu.py ├── pytorch_lightning_dvc_cnn_simple.py ├── pytorch_test.py ├── rapids-notmnist-rf.py ├── rapids-notmnist-xgb.py ├── ray-pi-test.py ├── ray-tune_mnist_keras-bayes.py ├── ray-tune_mnist_keras-simple.py ├── ray-tune_test.py ├── run-all-pytorch.sh ├── run-all-tf2.sh ├── tensorflow-test.py ├── tf2-20ng-bert.py ├── tf2-20ng-cnn.py ├── tf2-20ng-rnn.py ├── tf2-aclImdb-gpt.py ├── tf2-dvc-bit.py ├── tf2-dvc-cnn-evaluate.py ├── tf2-dvc-cnn-pretrained.py ├── tf2-dvc-cnn-simple-continue.py ├── tf2-dvc-cnn-simple-hvd.py ├── tf2-dvc-cnn-simple.py ├── tf2-dvc-vit.py ├── tf2-dvc_tfr-cnn-evaluate.py ├── tf2-dvc_tfr-cnn-pretrained.py ├── tf2-dvc_tfr-cnn-simple.py ├── tf2-gtsrb-bit.py ├── tf2-gtsrb-cnn-evaluate.py ├── tf2-gtsrb-cnn-pretrained.py ├── tf2-gtsrb-cnn-simple.py ├── tf2-gtsrb-vit.py ├── tf2-pets-cnn-archonly.py ├── tf2-pets-cnn-pretrained-hvd.py ├── tf2-pets-cnn-pretrained-mirrored.py ├── tf2-pets-cnn-pretrained-multiworker.py ├── tf2-pets-cnn-pretrained.py ├── tf2-pets-cnn-simple.py ├── tf2-pets_tfr-cnn-pretrained.py ├── tf2-pets_tfr-cnn-simple.py └── tf2-test.py ├── notebooks ├── .gitignore ├── README.md ├── copy-to-pml.sh ├── download.sh ├── imgs │ ├── 500px-KnnClassification.svg.png │ ├── Svm_max_sep_hyperplane_with_margin_small.png │ ├── dtree.png │ ├── dvc.jpg │ ├── dvc.png │ └── gtsrb-montage.png ├── jax-mnist-mlp.ipynb ├── keras-20ng.ipynb ├── keras-avp-cnn.ipynb ├── keras-chd-mlp.ipynb ├── keras-dvc-cnn.ipynb ├── keras-gtsrb-cnn.ipynb ├── keras-imdb-cnn.ipynb ├── keras-imdb-mlp.ipynb ├── keras-imdb-rnn.ipynb ├── keras-mnist-cnn.ipynb ├── keras-mnist-mlp.ipynb ├── keras-mnist-rnn.ipynb ├── keras-notmnist-mlp.ipynb ├── keras-nytac.ipynb ├── keras-sfnet.ipynb ├── keras-ted-kaggle.ipynb ├── keras-ted.ipynb ├── keras-test-setup.ipynb ├── keras-titles-rnn.ipynb ├── logs │ └── .gitignore ├── minisom-mnist-viz.ipynb ├── notebooks_on_mahti.md ├── notebooks_on_puhti.md ├── notebooks_on_taito-gpu.md ├── pml_utils.py ├── pytorch-20ng-bert.ipynb ├── pytorch-20ng-gensim.ipynb ├── pytorch-20ng.ipynb ├── pytorch-dvc-cnn.ipynb ├── pytorch-dvc-vit.ipynb ├── pytorch-gtsrb-cnn.ipynb ├── pytorch-gtsrb-vit.ipynb ├── pytorch-imdb-bert.ipynb ├── pytorch-imdb-gpt.ipynb ├── pytorch-imdb-huggingface.ipynb ├── pytorch-imdb-rnn-bert.ipynb ├── pytorch-imdb-rnn-torchtext.ipynb ├── pytorch-imdb-rnn.ipynb ├── pytorch-mnist-cnn.ipynb ├── pytorch-mnist-mlp-multigpu.ipynb ├── pytorch-mnist-mlp.ipynb ├── pytorch-ted-kaggle.ipynb ├── pytorch-test-setup.ipynb ├── rapids-mnist-dt.ipynb ├── rapids-mnist-nn.ipynb ├── rapids-notmnist-cl.ipynb ├── rapids-notmnist-dt.ipynb ├── rapids-notmnist-nn.ipynb ├── rapids-notmnist-viz.ipynb ├── rapids-notmnist.ipynb ├── sklearn-chd-dt.ipynb ├── sklearn-chd-lr.ipynb ├── sklearn-chd-svm.ipynb ├── sklearn-iris-intro.ipynb ├── sklearn-mnist-ad.ipynb ├── sklearn-mnist-cl.ipynb ├── sklearn-mnist-dr.ipynb ├── sklearn-mnist-dt.ipynb ├── sklearn-mnist-ens.ipynb ├── sklearn-mnist-grid.ipynb ├── sklearn-mnist-lc.ipynb ├── sklearn-mnist-nb.ipynb ├── sklearn-mnist-nn.ipynb ├── sklearn-mnist-svm.ipynb ├── sklearn-mnist-viz.ipynb ├── sklearn-svm-toy.ipynb ├── sklearn-under-and-overfitting.ipynb ├── solutions │ ├── pytorch-mnist-cnn-example-answer.py │ ├── pytorch-mnist-mlp-example-answer.py │ └── pytorch-mnist-rnn-example-answer.py ├── tf-mnist-mlp.ipynb ├── tf-test-gpu.ipynb ├── tf2-20ng-bert-old.ipynb ├── tf2-20ng-bert.ipynb ├── tf2-20ng.ipynb ├── tf2-aclImdb-bert.ipynb ├── tf2-aclImdb-gpt.ipynb ├── tf2-aclImdb-rnn-example-answer.py ├── tf2-aclImdb-rnn.ipynb ├── tf2-chd-mlp-v2.ipynb ├── tf2-chd-mlp.ipynb ├── tf2-dvc-bit.ipynb ├── tf2-dvc-cnn-tfrecord.ipynb ├── tf2-dvc-cnn.ipynb ├── tf2-dvc-vit.ipynb ├── tf2-dvc_raug-cnn.ipynb ├── tf2-gtsrb-bit.ipynb ├── tf2-gtsrb-cnn.ipynb ├── tf2-gtsrb-vit.ipynb ├── tf2-gtsrb_mixup-cnn.ipynb ├── tf2-imdb-cnn.ipynb ├── tf2-imdb-rnn-example-answer.py ├── tf2-imdb-rnn.ipynb ├── tf2-mnist-cnn.ipynb ├── tf2-mnist-mlp-datasets.ipynb ├── tf2-mnist-mlp.ipynb ├── tf2-mnist-rnn.ipynb ├── tf2-pets-create-tfrecords.ipynb └── tf2-test-setup.ipynb ├── requirements.txt ├── slurm ├── README.md ├── run-lumi.sh ├── run-mahti-ray.sh ├── run-mahti-tf2.sh ├── run-ollama.sh ├── run-puhti-pytorch.sh ├── run-puhti-ray.sh ├── run-puhti-tf2-hvd-gputest.sh ├── run-puhti-tf2-hvd.sh ├── run-puhti-tf2.sh ├── run-python-gpu-hvd.sh ├── run-python-gpu.sh └── run-python-gputest.sh ├── valohai.yaml └── valohai ├── __init__.py ├── dvc_urls.txt ├── keras-20ng-cnn.py ├── keras-20ng-rnn.py ├── keras-dvc-cnn-predict.py ├── keras-dvc-cnn-pretrained.py ├── keras-dvc-cnn-simple.py ├── keras-sfnet-cnn.py ├── keras-sfnet-lstm.py ├── prediction_server.py ├── prediction_server_text.py ├── 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