├── .coveragerc ├── .github ├── ISSUE_TEMPLATE.md ├── pull_request_template.md └── stale.yml ├── .gitignore ├── .travis.yml ├── LICENSE ├── LICENSE.txt ├── Pipfile ├── Pipfile.lock ├── README.md ├── docker ├── Dockerfile └── start_jupyter_notebook.sh ├── docs ├── Makefile ├── freeze.py ├── input.txt ├── notebooks │ ├── Quick_start_svm.ipynb │ ├── cluster_dbscan.ipynb │ ├── cluster_kmeans.ipynb │ ├── decomposition.ipynb │ ├── misc_activations.ipynb │ ├── misc_data_visualization.ipynb │ ├── neighbor_knn.ipynb │ └── neural_network.ipynb ├── project │ ├── __init__.py │ ├── app.py │ ├── generate_nb_htmls.sh │ ├── main.py │ ├── settings.py │ ├── static │ │ ├── fonts │ │ │ ├── glyphicons-halflings-regular.eot │ │ │ ├── glyphicons-halflings-regular.svg │ │ │ ├── glyphicons-halflings-regular.ttf │ │ │ └── glyphicons-halflings-regular.woff │ │ ├── gen │ │ │ ├── all.css │ │ │ └── packed.js │ │ ├── images │ │ │ ├── brand.png │ │ │ ├── close.png │ │ │ ├── favicon-16x16.png │ │ │ ├── favicon-32x32.png │ │ │ ├── favicon.ico │ │ │ ├── gplv3.png │ │ │ ├── jellAIfish-logo.png │ │ │ ├── loader.gif │ │ │ ├── tw.png │ │ │ └── zoom.png │ │ ├── javascripts │ │ │ ├── github_commits.js │ │ │ ├── markdown.js │ │ │ └── overlay.js │ │ ├── mds │ │ │ ├── ABOUT.md │ │ │ └── INSTALL.md │ │ ├── notebooks │ │ │ ├── Quick_start_neural_networks.png │ │ │ ├── Quick_start_svm.png │ │ │ ├── cluster_dbscan.png │ │ │ ├── cluster_kmeans.png │ │ │ ├── decomposition.png │ │ │ ├── default.png │ │ │ ├── linear_regression_from_scratch.png │ │ │ ├── misc_activations.png │ │ │ ├── misc_data_visualization.png │ │ │ └── neighbor_knn.png │ │ ├── stylesheets │ │ │ ├── _elements.scss │ │ │ ├── _gallery.scss │ │ │ ├── _navbar.scss │ │ │ ├── github_commits.scss │ │ │ ├── main.scss │ │ │ └── overlay.scss │ │ └── vendor │ │ │ ├── animate.css │ │ │ ├── bootstrap.css │ │ │ ├── bootstrap.js │ │ │ ├── bootstrap.min.css │ │ │ ├── bootstrap.min.js │ │ │ ├── jquery-3.1.1.min.js │ │ │ ├── jquery.timeago.js │ │ │ └── showdown.min.js │ ├── templates │ │ ├── base.html │ │ ├── home.html │ │ ├── install.html │ │ ├── partials │ │ │ ├── commits.html │ │ │ ├── footer.html │ │ │ ├── fork_me.html │ │ │ ├── hero.html │ │ │ ├── navbar.html │ │ │ ├── news.html │ │ │ ├── notebook_reel.html │ │ │ └── overlay.html │ │ └── showroom.html │ └── views.py ├── run.py ├── source │ ├── _static │ │ └── temp.txt │ ├── _templates │ │ └── temp.txt │ ├── cluster │ │ ├── dbscan.rst │ │ └── kmeans.rst │ ├── conf.py │ ├── decomposition │ │ └── decomposition.rst │ ├── index.rst │ ├── neighbors │ │ └── knn.rst │ ├── neural_network │ │ ├── activations.rst │ │ ├── layers │ │ │ ├── activation.rst │ │ │ ├── dense.rst │ │ │ └── rnn.rst │ │ ├── losses.rst │ │ ├── models │ │ │ └── sequential.rst │ │ ├── optimizers │ │ │ ├── adagrad.rst │ │ │ ├── adam.rst │ │ │ ├── rmsprop.rst │ │ │ └── sgd.rst │ │ └── regularizers │ │ │ ├── l1.rst │ │ │ ├── l1_l2.rst │ │ │ └── l2.rst │ └── svm │ │ └── svc.rst └── travis.log ├── fromscratchtoml ├── __init__.py ├── base.py ├── cluster │ ├── __init__.py │ ├── dbscan.py │ └── kmeans.py ├── decomposition │ ├── __init__.py │ └── decomposition.py ├── neighbors │ ├── __init__.py │ └── knn.py ├── neural_network │ ├── __init__.py │ ├── activations.py │ ├── layers │ │ ├── __init__.py │ │ ├── activation.py │ │ ├── base_layer.py │ │ ├── dense.py │ │ ├── dropout.py │ │ └── rnn.py │ ├── losses.py │ ├── models │ │ ├── __init__.py │ │ └── sequential.py │ ├── optimizers │ │ ├── __init__.py │ │ ├── adagrad.py │ │ ├── adam.py │ │ ├── rmsprop.py │ │ └── sgd.py │ └── regularizers │ │ └── __init__.py ├── svm │ ├── __init__.py │ └── svc.py ├── test │ ├── __init__.py │ ├── cluster │ │ ├── test_dbscan.py │ │ └── test_kmeans.py │ ├── neighbors │ │ └── test_knn.py │ ├── neural_network │ │ ├── __init__.py │ │ ├── test_grad_check.py │ │ ├── test_optimisers.py │ │ └── test_regularisation.py │ ├── test_decomposition.py │ ├── test_support_vector_machines.py │ └── toolbox.py └── toolbox │ ├── __init__.py │ ├── exceptions.py │ ├── kernels.py │ ├── preprocess.py │ └── random.py ├── requirements-test.txt ├── requirements.txt ├── scripts └── install_pytorch.sh ├── setup.py └── tox.ini /.coveragerc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/markroxor/fromscratchtoml/HEAD/.coveragerc -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/markroxor/fromscratchtoml/HEAD/.github/ISSUE_TEMPLATE.md -------------------------------------------------------------------------------- /.github/pull_request_template.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/markroxor/fromscratchtoml/HEAD/.github/pull_request_template.md 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/fromscratchtoml/neural_network/optimizers/adagrad.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/markroxor/fromscratchtoml/HEAD/fromscratchtoml/neural_network/optimizers/adagrad.py -------------------------------------------------------------------------------- /fromscratchtoml/neural_network/optimizers/adam.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/markroxor/fromscratchtoml/HEAD/fromscratchtoml/neural_network/optimizers/adam.py -------------------------------------------------------------------------------- /fromscratchtoml/neural_network/optimizers/rmsprop.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/markroxor/fromscratchtoml/HEAD/fromscratchtoml/neural_network/optimizers/rmsprop.py -------------------------------------------------------------------------------- /fromscratchtoml/neural_network/optimizers/sgd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/markroxor/fromscratchtoml/HEAD/fromscratchtoml/neural_network/optimizers/sgd.py -------------------------------------------------------------------------------- /fromscratchtoml/neural_network/regularizers/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/markroxor/fromscratchtoml/HEAD/fromscratchtoml/neural_network/regularizers/__init__.py -------------------------------------------------------------------------------- /fromscratchtoml/svm/__init__.py: -------------------------------------------------------------------------------- 1 | from .svc import SVC # noqa:F401 2 | -------------------------------------------------------------------------------- /fromscratchtoml/svm/svc.py: 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/fromscratchtoml/toolbox/random.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/markroxor/fromscratchtoml/HEAD/fromscratchtoml/toolbox/random.py -------------------------------------------------------------------------------- /requirements-test.txt: -------------------------------------------------------------------------------- 1 | scikit-learn==0.19.2 2 | scipy==1.1.0 3 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | numpy >= 1.14.2 2 | matplotlib >= 2.1.0 3 | -------------------------------------------------------------------------------- /scripts/install_pytorch.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/markroxor/fromscratchtoml/HEAD/scripts/install_pytorch.sh 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