├── .github └── workflows │ └── main.yml ├── .gitignore ├── 01_mle_map.ipynb ├── 02_naive_bayes.ipynb ├── 03_linear_regression.ipynb ├── 04_logistic_regression.ipynb ├── 05_neural_network.ipynb ├── 06_cnn.ipynb ├── 07_autoencoder.ipynb ├── 08_tfidf.ipynb ├── 09_rnn.ipynb ├── 10_bert_farsi_sentiment.ipynb ├── 11_multiclass_classification.ipynb ├── 7to10.gif ├── CONTRIBUTING.md ├── LICENSE ├── MANIFEST.in ├── Makefile ├── README.md ├── __temp__.mp4 ├── data ├── admission_predict.csv ├── converted │ ├── 1.png │ ├── 10.png │ ├── 11.png │ ├── 12.png │ ├── 13.png │ ├── 14.png │ ├── 15.png │ ├── 16.png │ ├── 17.png │ ├── 18.png │ ├── 19.png │ ├── 2.png │ ├── 20.png │ ├── 21.png │ ├── 3.png │ ├── 4.png │ ├── 5.png │ ├── 6.png │ ├── 7.png │ ├── 8.png │ └── 9.png ├── data_logregression.csv ├── moalla-dataset │ ├── aa.jpeg │ ├── ayn.jpeg │ ├── b.jpeg │ ├── dal.jpeg │ ├── fe.jpeg │ ├── gaf.jpeg │ ├── he.jpeg │ ├── jim.jpeg │ ├── kaf.jpeg │ ├── lam.jpeg │ ├── mim.jpeg │ ├── non.jpeg │ ├── p.jpeg │ ├── re.jpeg │ ├── sad.jpeg │ ├── se.jpeg │ ├── sin.jpeg │ ├── t.jpeg │ ├── ta.jpeg │ ├── vav.jpeg │ └── ye.jpeg └── taghche.csv ├── docs ├── .gitignore ├── Gemfile ├── Gemfile.lock ├── Untitled.html ├── _config.yml ├── _data │ ├── alerts.yml │ ├── definitions.yml │ ├── glossary.yml │ ├── sidebars │ │ └── home_sidebar.yml │ ├── tags.yml │ ├── terms.yml │ └── topnav.yml ├── _includes │ ├── archive.html │ ├── callout.html │ ├── footer.html │ ├── google_analytics.html │ ├── head.html │ ├── head_print.html │ ├── image.html │ ├── important.html │ ├── initialize_shuffle.html │ ├── inline_image.html │ ├── links.html │ ├── note.html │ ├── search_google_custom.html │ ├── search_simple_jekyll.html │ ├── sidebar.html │ ├── tip.html │ ├── toc.html │ ├── topnav.html │ ├── utterances.html │ └── warning.html ├── _layouts │ ├── default.html │ ├── default_print.html │ ├── none.html │ ├── page.html │ └── page_print.html ├── autoencoder.html ├── bert_farsi_sentiment.html ├── cnn.html ├── core.html ├── css │ ├── bootstrap.min.css │ ├── boxshadowproperties.css │ ├── customstyles.css │ ├── font-awesome.min.css │ ├── fonts │ │ ├── FontAwesome.otf │ │ ├── fontawesome-webfont.eot │ │ ├── fontawesome-webfont.svg │ │ ├── fontawesome-webfont.ttf │ │ ├── fontawesome-webfont.woff │ │ └── fontawesome-webfont.woff2 │ ├── modern-business.css │ ├── printstyles.css │ ├── syntax.css │ ├── theme-blue.css │ └── theme-green.css ├── feed.xml ├── fonts │ ├── FontAwesome.otf │ ├── fontawesome-webfont.eot │ ├── fontawesome-webfont.svg │ ├── fontawesome-webfont.ttf │ ├── fontawesome-webfont.woff │ ├── glyphicons-halflings-regular.eot │ ├── glyphicons-halflings-regular.svg │ ├── glyphicons-halflings-regular.ttf │ ├── glyphicons-halflings-regular.woff │ └── glyphicons-halflings-regular.woff2 ├── images │ ├── 7to10.gif │ ├── autoen_architecture.png │ ├── autoen_denoising_architecture.png │ ├── autoen_tensorboard.png │ ├── autoen_vae-gaussian.png │ ├── autoen_vae1.png │ ├── autoen_vae_backprop.png │ ├── bert_5_epochs_lr2-e5_sparse.png │ ├── cnn_architecture.png │ ├── cnn_convolution.gif │ ├── cnn_convolution_2.png │ ├── cnn_convolution_22.png │ ├── cnn_convolution_3.png │ ├── cnn_fc.jpeg │ ├── cnn_filter.jpg │ ├── cnn_latexrecognizer.png │ ├── cnn_maxpooling.png │ ├── cnn_padding1.gif │ ├── cnn_stride1.gif │ ├── cnn_stride2.gif │ ├── company_logo.png │ ├── company_logo_big.png │ ├── con_nonconvex.png │ ├── cost_0.svg │ ├── cost_1.svg │ ├── doc_example.png │ ├── export_example.png │ ├── favicon.ico │ ├── gradient_descent.png │ ├── linear_regression_1.svg │ ├── linear_regression_2.svg │ ├── linear_regression_2_13.svg │ ├── linear_regression_3.svg │ ├── linear_regression_4.svg │ ├── linear_regression_5.svg │ ├── linear_regression_6.svg │ ├── linear_regression_7.svg │ ├── linear_regression_ex.png │ ├── linear_regression_ex_model.png │ ├── linear_regression_not_working.svg │ ├── linear_regression_tr_test.svg │ ├── logistic_regression_2_onehot.png │ ├── lr_house_ex.png │ ├── lr_house_line_ex.png │ ├── nb_sota.png │ ├── nb_toy_example.png │ ├── neural_net_1.jpeg │ ├── nn_backprop.jpeg │ ├── nn_backprop_full.jpeg │ ├── nn_dropout.png │ ├── nn_early_stopping.png │ ├── nn_ex_1.jpeg │ ├── nn_ex_2.jpeg │ ├── nn_forward.jpeg │ ├── nn_forward_full.jpeg │ ├── nn_gradient_descent.jpg │ ├── nn_gradient_descent1.jpg │ ├── nn_learningrate.png │ ├── nn_learningrate1.png │ ├── nn_linear.png │ ├── nn_nonlinear.png │ ├── nn_overfitting.png │ ├── nn_perceptron.jpeg │ ├── nn_perceptron_2.jpeg │ ├── nn_tensorflow_playground.png │ ├── sigmoid.svg │ ├── tfidf_ex1.png │ ├── tfidf_ex2.png │ ├── tfidf_ex3.png │ └── workflowarrow.png ├── index.html ├── js │ ├── customscripts.js │ ├── jekyll-search.js │ ├── jquery.ba-throttle-debounce.min.js │ ├── jquery.navgoco.min.js │ ├── jquery.shuffle.min.js │ └── toc.js ├── licenses │ ├── LICENSE │ └── LICENSE-BSD-NAVGOCO.txt ├── linear_regression copy.html ├── linear_regression.html ├── linear_regression_old.html ├── logistic_regression-Copy1.html ├── logistic_regression.html ├── lr_house_ex.png ├── lr_house_line_ex.png ├── mle_map.html ├── multiclass_classification.html ├── naive_bayes.html ├── neural_network.html ├── qa_tfidf.html ├── rnn.html ├── rnn_lstm.html ├── sidebar.json ├── sitemap.xml ├── tfidf.html └── tooltips.json ├── images ├── 7to10.gif ├── 7to10_small.gif ├── autoen_architecture.png ├── autoen_denoising_architecture.png ├── autoen_tensorboard.png ├── autoen_vae-gaussian.png ├── autoen_vae1.png ├── autoen_vae_backprop.png ├── bert_5_epochs_lr2-e5_sparse.png ├── cnn_architecture.png ├── cnn_convolution.gif ├── cnn_convolution_2.png ├── cnn_convolution_3.png ├── cnn_fc.jpeg ├── cnn_filter.jpg ├── cnn_latexrecognizer.png ├── cnn_maxpooling.png ├── cnn_padding1.gif ├── cnn_stride1.gif ├── cnn_stride2.gif ├── con_nonconvex.png ├── cost_0.svg ├── cost_1.svg ├── fit_linreg_res.svg ├── gradient_descent.png ├── linear_regression_1.svg ├── linear_regression_2.svg ├── linear_regression_2_13.svg ├── linear_regression_3.svg ├── linear_regression_4.svg ├── linear_regression_5.svg ├── linear_regression_6.svg ├── linear_regression_7.svg ├── linear_regression_ex.png ├── linear_regression_ex_model.png ├── linear_regression_not_working.svg ├── linear_regression_tr_test.svg ├── logistic_regression_1.png ├── logistic_regression_2_onehot.png ├── lr_house_ex.png ├── lr_house_line_ex.png ├── nb_sota.png ├── nb_toy_example.png ├── nn_backprop.jpeg ├── nn_backprop_full.jpeg ├── nn_dropout.png ├── nn_early_stopping.png ├── nn_ex_1.jpeg ├── nn_ex_2.jpeg ├── nn_forward.jpeg ├── nn_forward_full.jpeg ├── nn_gradient_descent.jpg ├── nn_learningrate.png ├── nn_linear.png ├── nn_nonlinear.png ├── nn_overfitting.png ├── nn_perceptron.jpeg ├── nn_perceptron_2.jpeg ├── nn_tensorflow_playground.png ├── sigmoid.svg ├── tfidf_ex1.png ├── tfidf_ex2.png └── tfidf_ex3.png ├── index.ipynb ├── md_files ├── cnn.md ├── logistic_regression.md ├── mle_map.md └── neural_networks.md ├── ml_tutorial ├── __init__.py ├── _nbdev.py ├── autoencoder.py ├── bert_farsi.py ├── cnn.py ├── core.py ├── linear_regression.py ├── logistic_regression.py ├── mle_map.py ├── multiclass_classification.py ├── naive_bayes.py ├── neural_network.py ├── qa_tfidf.py ├── rnn.py ├── rnn_lstm.py └── tfidf.py ├── settings.ini └── setup.py /.github/workflows/main.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/.github/workflows/main.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/.gitignore -------------------------------------------------------------------------------- /01_mle_map.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/01_mle_map.ipynb -------------------------------------------------------------------------------- /02_naive_bayes.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/02_naive_bayes.ipynb -------------------------------------------------------------------------------- /03_linear_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/03_linear_regression.ipynb -------------------------------------------------------------------------------- /04_logistic_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/04_logistic_regression.ipynb -------------------------------------------------------------------------------- /05_neural_network.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/05_neural_network.ipynb -------------------------------------------------------------------------------- /06_cnn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/06_cnn.ipynb -------------------------------------------------------------------------------- /07_autoencoder.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/07_autoencoder.ipynb -------------------------------------------------------------------------------- /08_tfidf.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/08_tfidf.ipynb -------------------------------------------------------------------------------- /09_rnn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/09_rnn.ipynb -------------------------------------------------------------------------------- /10_bert_farsi_sentiment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/10_bert_farsi_sentiment.ipynb -------------------------------------------------------------------------------- /11_multiclass_classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/11_multiclass_classification.ipynb -------------------------------------------------------------------------------- /7to10.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/7to10.gif -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/CONTRIBUTING.md -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/LICENSE -------------------------------------------------------------------------------- /MANIFEST.in: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/MANIFEST.in -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/Makefile -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/README.md -------------------------------------------------------------------------------- /__temp__.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/__temp__.mp4 -------------------------------------------------------------------------------- /data/admission_predict.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/admission_predict.csv -------------------------------------------------------------------------------- /data/converted/1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/1.png -------------------------------------------------------------------------------- /data/converted/10.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/10.png -------------------------------------------------------------------------------- /data/converted/11.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/11.png -------------------------------------------------------------------------------- /data/converted/12.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/12.png -------------------------------------------------------------------------------- /data/converted/13.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/13.png -------------------------------------------------------------------------------- /data/converted/14.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/14.png -------------------------------------------------------------------------------- /data/converted/15.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/15.png -------------------------------------------------------------------------------- /data/converted/16.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/16.png -------------------------------------------------------------------------------- /data/converted/17.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/17.png -------------------------------------------------------------------------------- /data/converted/18.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/18.png -------------------------------------------------------------------------------- /data/converted/19.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/19.png -------------------------------------------------------------------------------- /data/converted/2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/2.png -------------------------------------------------------------------------------- /data/converted/20.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/20.png -------------------------------------------------------------------------------- /data/converted/21.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/21.png -------------------------------------------------------------------------------- /data/converted/3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/3.png -------------------------------------------------------------------------------- /data/converted/4.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/4.png -------------------------------------------------------------------------------- /data/converted/5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/5.png -------------------------------------------------------------------------------- /data/converted/6.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/6.png -------------------------------------------------------------------------------- /data/converted/7.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/7.png -------------------------------------------------------------------------------- /data/converted/8.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/8.png -------------------------------------------------------------------------------- /data/converted/9.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/converted/9.png -------------------------------------------------------------------------------- /data/data_logregression.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/data_logregression.csv -------------------------------------------------------------------------------- /data/moalla-dataset/aa.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/aa.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/ayn.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/ayn.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/b.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/b.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/dal.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/dal.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/fe.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/fe.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/gaf.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/gaf.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/he.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/he.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/jim.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/jim.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/kaf.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/kaf.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/lam.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/lam.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/mim.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/mim.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/non.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/non.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/p.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/p.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/re.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/re.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/sad.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/sad.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/se.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/se.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/sin.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/sin.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/t.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/t.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/ta.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/ta.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/vav.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/vav.jpeg -------------------------------------------------------------------------------- /data/moalla-dataset/ye.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/moalla-dataset/ye.jpeg -------------------------------------------------------------------------------- /data/taghche.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/data/taghche.csv -------------------------------------------------------------------------------- /docs/.gitignore: -------------------------------------------------------------------------------- 1 | _site/ 2 | -------------------------------------------------------------------------------- /docs/Gemfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/Gemfile -------------------------------------------------------------------------------- /docs/Gemfile.lock: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/Gemfile.lock -------------------------------------------------------------------------------- /docs/Untitled.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/Untitled.html -------------------------------------------------------------------------------- /docs/_config.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_config.yml -------------------------------------------------------------------------------- /docs/_data/alerts.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_data/alerts.yml -------------------------------------------------------------------------------- /docs/_data/definitions.yml: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /docs/_data/glossary.yml: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /docs/_data/sidebars/home_sidebar.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_data/sidebars/home_sidebar.yml -------------------------------------------------------------------------------- /docs/_data/tags.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_data/tags.yml -------------------------------------------------------------------------------- /docs/_data/terms.yml: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /docs/_data/topnav.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_data/topnav.yml -------------------------------------------------------------------------------- /docs/_includes/archive.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/archive.html -------------------------------------------------------------------------------- /docs/_includes/callout.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/callout.html -------------------------------------------------------------------------------- /docs/_includes/footer.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/footer.html -------------------------------------------------------------------------------- /docs/_includes/google_analytics.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/google_analytics.html -------------------------------------------------------------------------------- /docs/_includes/head.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/head.html -------------------------------------------------------------------------------- /docs/_includes/head_print.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/head_print.html -------------------------------------------------------------------------------- /docs/_includes/image.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/image.html -------------------------------------------------------------------------------- /docs/_includes/important.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/important.html -------------------------------------------------------------------------------- /docs/_includes/initialize_shuffle.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/initialize_shuffle.html -------------------------------------------------------------------------------- /docs/_includes/inline_image.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/inline_image.html -------------------------------------------------------------------------------- /docs/_includes/links.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/links.html -------------------------------------------------------------------------------- /docs/_includes/note.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/note.html -------------------------------------------------------------------------------- /docs/_includes/search_google_custom.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/search_google_custom.html -------------------------------------------------------------------------------- /docs/_includes/search_simple_jekyll.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/search_simple_jekyll.html -------------------------------------------------------------------------------- /docs/_includes/sidebar.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/sidebar.html -------------------------------------------------------------------------------- /docs/_includes/tip.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/tip.html -------------------------------------------------------------------------------- /docs/_includes/toc.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/toc.html -------------------------------------------------------------------------------- /docs/_includes/topnav.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/topnav.html -------------------------------------------------------------------------------- /docs/_includes/utterances.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/utterances.html -------------------------------------------------------------------------------- /docs/_includes/warning.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_includes/warning.html -------------------------------------------------------------------------------- /docs/_layouts/default.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_layouts/default.html -------------------------------------------------------------------------------- /docs/_layouts/default_print.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_layouts/default_print.html -------------------------------------------------------------------------------- /docs/_layouts/none.html: -------------------------------------------------------------------------------- 1 | --- 2 | --- 3 | {{content}} -------------------------------------------------------------------------------- /docs/_layouts/page.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_layouts/page.html -------------------------------------------------------------------------------- /docs/_layouts/page_print.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/_layouts/page_print.html -------------------------------------------------------------------------------- /docs/autoencoder.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/autoencoder.html -------------------------------------------------------------------------------- /docs/bert_farsi_sentiment.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/bert_farsi_sentiment.html -------------------------------------------------------------------------------- /docs/cnn.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/cnn.html -------------------------------------------------------------------------------- /docs/core.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/core.html -------------------------------------------------------------------------------- /docs/css/bootstrap.min.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/bootstrap.min.css -------------------------------------------------------------------------------- /docs/css/boxshadowproperties.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/boxshadowproperties.css -------------------------------------------------------------------------------- /docs/css/customstyles.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/customstyles.css -------------------------------------------------------------------------------- /docs/css/font-awesome.min.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/font-awesome.min.css -------------------------------------------------------------------------------- /docs/css/fonts/FontAwesome.otf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/fonts/FontAwesome.otf -------------------------------------------------------------------------------- /docs/css/fonts/fontawesome-webfont.eot: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/fonts/fontawesome-webfont.eot -------------------------------------------------------------------------------- /docs/css/fonts/fontawesome-webfont.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/fonts/fontawesome-webfont.svg -------------------------------------------------------------------------------- /docs/css/fonts/fontawesome-webfont.ttf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/fonts/fontawesome-webfont.ttf -------------------------------------------------------------------------------- /docs/css/fonts/fontawesome-webfont.woff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/fonts/fontawesome-webfont.woff -------------------------------------------------------------------------------- /docs/css/fonts/fontawesome-webfont.woff2: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/fonts/fontawesome-webfont.woff2 -------------------------------------------------------------------------------- /docs/css/modern-business.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/modern-business.css -------------------------------------------------------------------------------- /docs/css/printstyles.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/printstyles.css -------------------------------------------------------------------------------- /docs/css/syntax.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/syntax.css -------------------------------------------------------------------------------- /docs/css/theme-blue.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/theme-blue.css -------------------------------------------------------------------------------- /docs/css/theme-green.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/css/theme-green.css -------------------------------------------------------------------------------- /docs/feed.xml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/feed.xml -------------------------------------------------------------------------------- /docs/fonts/FontAwesome.otf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/fonts/FontAwesome.otf -------------------------------------------------------------------------------- /docs/fonts/fontawesome-webfont.eot: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/fonts/fontawesome-webfont.eot -------------------------------------------------------------------------------- /docs/fonts/fontawesome-webfont.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/fonts/fontawesome-webfont.svg -------------------------------------------------------------------------------- /docs/fonts/fontawesome-webfont.ttf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/fonts/fontawesome-webfont.ttf -------------------------------------------------------------------------------- /docs/fonts/fontawesome-webfont.woff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/fonts/fontawesome-webfont.woff -------------------------------------------------------------------------------- /docs/fonts/glyphicons-halflings-regular.eot: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/fonts/glyphicons-halflings-regular.eot -------------------------------------------------------------------------------- /docs/fonts/glyphicons-halflings-regular.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/fonts/glyphicons-halflings-regular.svg -------------------------------------------------------------------------------- /docs/fonts/glyphicons-halflings-regular.ttf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/fonts/glyphicons-halflings-regular.ttf -------------------------------------------------------------------------------- /docs/fonts/glyphicons-halflings-regular.woff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/fonts/glyphicons-halflings-regular.woff -------------------------------------------------------------------------------- /docs/fonts/glyphicons-halflings-regular.woff2: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/fonts/glyphicons-halflings-regular.woff2 -------------------------------------------------------------------------------- /docs/images/7to10.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/7to10.gif -------------------------------------------------------------------------------- /docs/images/autoen_architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/autoen_architecture.png -------------------------------------------------------------------------------- /docs/images/autoen_denoising_architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/autoen_denoising_architecture.png -------------------------------------------------------------------------------- /docs/images/autoen_tensorboard.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/autoen_tensorboard.png -------------------------------------------------------------------------------- /docs/images/autoen_vae-gaussian.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/autoen_vae-gaussian.png -------------------------------------------------------------------------------- /docs/images/autoen_vae1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/autoen_vae1.png -------------------------------------------------------------------------------- /docs/images/autoen_vae_backprop.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/autoen_vae_backprop.png -------------------------------------------------------------------------------- /docs/images/bert_5_epochs_lr2-e5_sparse.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/bert_5_epochs_lr2-e5_sparse.png -------------------------------------------------------------------------------- /docs/images/cnn_architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_architecture.png -------------------------------------------------------------------------------- /docs/images/cnn_convolution.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_convolution.gif -------------------------------------------------------------------------------- /docs/images/cnn_convolution_2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_convolution_2.png -------------------------------------------------------------------------------- /docs/images/cnn_convolution_22.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_convolution_22.png -------------------------------------------------------------------------------- /docs/images/cnn_convolution_3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_convolution_3.png -------------------------------------------------------------------------------- /docs/images/cnn_fc.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_fc.jpeg -------------------------------------------------------------------------------- /docs/images/cnn_filter.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_filter.jpg -------------------------------------------------------------------------------- /docs/images/cnn_latexrecognizer.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_latexrecognizer.png -------------------------------------------------------------------------------- /docs/images/cnn_maxpooling.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_maxpooling.png -------------------------------------------------------------------------------- /docs/images/cnn_padding1.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_padding1.gif -------------------------------------------------------------------------------- /docs/images/cnn_stride1.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_stride1.gif -------------------------------------------------------------------------------- /docs/images/cnn_stride2.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cnn_stride2.gif -------------------------------------------------------------------------------- /docs/images/company_logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/company_logo.png -------------------------------------------------------------------------------- /docs/images/company_logo_big.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/company_logo_big.png -------------------------------------------------------------------------------- /docs/images/con_nonconvex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/con_nonconvex.png -------------------------------------------------------------------------------- /docs/images/cost_0.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cost_0.svg -------------------------------------------------------------------------------- /docs/images/cost_1.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/cost_1.svg -------------------------------------------------------------------------------- /docs/images/doc_example.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/doc_example.png -------------------------------------------------------------------------------- /docs/images/export_example.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/export_example.png -------------------------------------------------------------------------------- /docs/images/favicon.ico: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/favicon.ico -------------------------------------------------------------------------------- /docs/images/gradient_descent.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/gradient_descent.png -------------------------------------------------------------------------------- /docs/images/linear_regression_1.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_1.svg -------------------------------------------------------------------------------- /docs/images/linear_regression_2.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_2.svg -------------------------------------------------------------------------------- /docs/images/linear_regression_2_13.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_2_13.svg -------------------------------------------------------------------------------- /docs/images/linear_regression_3.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_3.svg -------------------------------------------------------------------------------- /docs/images/linear_regression_4.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_4.svg -------------------------------------------------------------------------------- /docs/images/linear_regression_5.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_5.svg -------------------------------------------------------------------------------- /docs/images/linear_regression_6.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_6.svg -------------------------------------------------------------------------------- /docs/images/linear_regression_7.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_7.svg -------------------------------------------------------------------------------- /docs/images/linear_regression_ex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_ex.png -------------------------------------------------------------------------------- /docs/images/linear_regression_ex_model.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_ex_model.png -------------------------------------------------------------------------------- /docs/images/linear_regression_not_working.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_not_working.svg -------------------------------------------------------------------------------- /docs/images/linear_regression_tr_test.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/linear_regression_tr_test.svg -------------------------------------------------------------------------------- /docs/images/logistic_regression_2_onehot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/logistic_regression_2_onehot.png -------------------------------------------------------------------------------- /docs/images/lr_house_ex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/lr_house_ex.png -------------------------------------------------------------------------------- /docs/images/lr_house_line_ex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/lr_house_line_ex.png -------------------------------------------------------------------------------- /docs/images/nb_sota.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nb_sota.png -------------------------------------------------------------------------------- /docs/images/nb_toy_example.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nb_toy_example.png -------------------------------------------------------------------------------- /docs/images/neural_net_1.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/neural_net_1.jpeg -------------------------------------------------------------------------------- /docs/images/nn_backprop.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_backprop.jpeg -------------------------------------------------------------------------------- /docs/images/nn_backprop_full.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_backprop_full.jpeg -------------------------------------------------------------------------------- /docs/images/nn_dropout.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_dropout.png -------------------------------------------------------------------------------- /docs/images/nn_early_stopping.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_early_stopping.png -------------------------------------------------------------------------------- /docs/images/nn_ex_1.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_ex_1.jpeg -------------------------------------------------------------------------------- /docs/images/nn_ex_2.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_ex_2.jpeg -------------------------------------------------------------------------------- /docs/images/nn_forward.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_forward.jpeg -------------------------------------------------------------------------------- /docs/images/nn_forward_full.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_forward_full.jpeg -------------------------------------------------------------------------------- /docs/images/nn_gradient_descent.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_gradient_descent.jpg -------------------------------------------------------------------------------- /docs/images/nn_gradient_descent1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_gradient_descent1.jpg -------------------------------------------------------------------------------- /docs/images/nn_learningrate.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_learningrate.png -------------------------------------------------------------------------------- /docs/images/nn_learningrate1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_learningrate1.png -------------------------------------------------------------------------------- /docs/images/nn_linear.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_linear.png -------------------------------------------------------------------------------- /docs/images/nn_nonlinear.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_nonlinear.png -------------------------------------------------------------------------------- /docs/images/nn_overfitting.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_overfitting.png -------------------------------------------------------------------------------- /docs/images/nn_perceptron.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_perceptron.jpeg -------------------------------------------------------------------------------- /docs/images/nn_perceptron_2.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_perceptron_2.jpeg -------------------------------------------------------------------------------- /docs/images/nn_tensorflow_playground.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/nn_tensorflow_playground.png -------------------------------------------------------------------------------- /docs/images/sigmoid.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/sigmoid.svg -------------------------------------------------------------------------------- /docs/images/tfidf_ex1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/tfidf_ex1.png -------------------------------------------------------------------------------- /docs/images/tfidf_ex2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/tfidf_ex2.png -------------------------------------------------------------------------------- /docs/images/tfidf_ex3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/tfidf_ex3.png -------------------------------------------------------------------------------- /docs/images/workflowarrow.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/images/workflowarrow.png -------------------------------------------------------------------------------- /docs/index.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/index.html -------------------------------------------------------------------------------- /docs/js/customscripts.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/js/customscripts.js -------------------------------------------------------------------------------- /docs/js/jekyll-search.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/js/jekyll-search.js -------------------------------------------------------------------------------- /docs/js/jquery.ba-throttle-debounce.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/js/jquery.ba-throttle-debounce.min.js -------------------------------------------------------------------------------- /docs/js/jquery.navgoco.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/js/jquery.navgoco.min.js -------------------------------------------------------------------------------- /docs/js/jquery.shuffle.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/js/jquery.shuffle.min.js -------------------------------------------------------------------------------- /docs/js/toc.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/js/toc.js -------------------------------------------------------------------------------- /docs/licenses/LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/licenses/LICENSE -------------------------------------------------------------------------------- /docs/licenses/LICENSE-BSD-NAVGOCO.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/licenses/LICENSE-BSD-NAVGOCO.txt -------------------------------------------------------------------------------- /docs/linear_regression copy.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/linear_regression copy.html -------------------------------------------------------------------------------- /docs/linear_regression.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/linear_regression.html -------------------------------------------------------------------------------- /docs/linear_regression_old.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/linear_regression_old.html -------------------------------------------------------------------------------- /docs/logistic_regression-Copy1.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/logistic_regression-Copy1.html -------------------------------------------------------------------------------- /docs/logistic_regression.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/logistic_regression.html -------------------------------------------------------------------------------- /docs/lr_house_ex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/lr_house_ex.png -------------------------------------------------------------------------------- /docs/lr_house_line_ex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/lr_house_line_ex.png -------------------------------------------------------------------------------- /docs/mle_map.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/mle_map.html -------------------------------------------------------------------------------- /docs/multiclass_classification.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/multiclass_classification.html -------------------------------------------------------------------------------- /docs/naive_bayes.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/naive_bayes.html -------------------------------------------------------------------------------- /docs/neural_network.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/neural_network.html -------------------------------------------------------------------------------- /docs/qa_tfidf.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/qa_tfidf.html -------------------------------------------------------------------------------- /docs/rnn.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/rnn.html -------------------------------------------------------------------------------- /docs/rnn_lstm.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/rnn_lstm.html -------------------------------------------------------------------------------- /docs/sidebar.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/sidebar.json -------------------------------------------------------------------------------- /docs/sitemap.xml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/sitemap.xml -------------------------------------------------------------------------------- /docs/tfidf.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/tfidf.html -------------------------------------------------------------------------------- /docs/tooltips.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/docs/tooltips.json -------------------------------------------------------------------------------- /images/7to10.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/7to10.gif -------------------------------------------------------------------------------- /images/7to10_small.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/7to10_small.gif -------------------------------------------------------------------------------- /images/autoen_architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/autoen_architecture.png -------------------------------------------------------------------------------- /images/autoen_denoising_architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/autoen_denoising_architecture.png -------------------------------------------------------------------------------- /images/autoen_tensorboard.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/autoen_tensorboard.png -------------------------------------------------------------------------------- /images/autoen_vae-gaussian.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/autoen_vae-gaussian.png -------------------------------------------------------------------------------- /images/autoen_vae1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/autoen_vae1.png -------------------------------------------------------------------------------- /images/autoen_vae_backprop.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/autoen_vae_backprop.png -------------------------------------------------------------------------------- /images/bert_5_epochs_lr2-e5_sparse.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/bert_5_epochs_lr2-e5_sparse.png -------------------------------------------------------------------------------- /images/cnn_architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cnn_architecture.png -------------------------------------------------------------------------------- /images/cnn_convolution.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cnn_convolution.gif -------------------------------------------------------------------------------- /images/cnn_convolution_2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cnn_convolution_2.png -------------------------------------------------------------------------------- /images/cnn_convolution_3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cnn_convolution_3.png -------------------------------------------------------------------------------- /images/cnn_fc.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cnn_fc.jpeg -------------------------------------------------------------------------------- /images/cnn_filter.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cnn_filter.jpg -------------------------------------------------------------------------------- /images/cnn_latexrecognizer.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cnn_latexrecognizer.png -------------------------------------------------------------------------------- /images/cnn_maxpooling.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cnn_maxpooling.png -------------------------------------------------------------------------------- /images/cnn_padding1.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cnn_padding1.gif -------------------------------------------------------------------------------- /images/cnn_stride1.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cnn_stride1.gif -------------------------------------------------------------------------------- /images/cnn_stride2.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cnn_stride2.gif -------------------------------------------------------------------------------- /images/con_nonconvex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/con_nonconvex.png -------------------------------------------------------------------------------- /images/cost_0.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cost_0.svg -------------------------------------------------------------------------------- /images/cost_1.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/cost_1.svg -------------------------------------------------------------------------------- /images/fit_linreg_res.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/fit_linreg_res.svg -------------------------------------------------------------------------------- /images/gradient_descent.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/gradient_descent.png -------------------------------------------------------------------------------- /images/linear_regression_1.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_1.svg -------------------------------------------------------------------------------- /images/linear_regression_2.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_2.svg -------------------------------------------------------------------------------- /images/linear_regression_2_13.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_2_13.svg -------------------------------------------------------------------------------- /images/linear_regression_3.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_3.svg -------------------------------------------------------------------------------- /images/linear_regression_4.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_4.svg -------------------------------------------------------------------------------- /images/linear_regression_5.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_5.svg -------------------------------------------------------------------------------- /images/linear_regression_6.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_6.svg -------------------------------------------------------------------------------- /images/linear_regression_7.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_7.svg -------------------------------------------------------------------------------- /images/linear_regression_ex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_ex.png -------------------------------------------------------------------------------- /images/linear_regression_ex_model.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_ex_model.png -------------------------------------------------------------------------------- /images/linear_regression_not_working.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_not_working.svg -------------------------------------------------------------------------------- /images/linear_regression_tr_test.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/linear_regression_tr_test.svg -------------------------------------------------------------------------------- /images/logistic_regression_1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/logistic_regression_1.png -------------------------------------------------------------------------------- /images/logistic_regression_2_onehot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/logistic_regression_2_onehot.png -------------------------------------------------------------------------------- /images/lr_house_ex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/lr_house_ex.png -------------------------------------------------------------------------------- /images/lr_house_line_ex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/lr_house_line_ex.png -------------------------------------------------------------------------------- /images/nb_sota.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nb_sota.png -------------------------------------------------------------------------------- /images/nb_toy_example.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nb_toy_example.png -------------------------------------------------------------------------------- /images/nn_backprop.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_backprop.jpeg -------------------------------------------------------------------------------- /images/nn_backprop_full.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_backprop_full.jpeg -------------------------------------------------------------------------------- /images/nn_dropout.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_dropout.png -------------------------------------------------------------------------------- /images/nn_early_stopping.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_early_stopping.png -------------------------------------------------------------------------------- /images/nn_ex_1.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_ex_1.jpeg -------------------------------------------------------------------------------- /images/nn_ex_2.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_ex_2.jpeg -------------------------------------------------------------------------------- /images/nn_forward.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_forward.jpeg -------------------------------------------------------------------------------- /images/nn_forward_full.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_forward_full.jpeg -------------------------------------------------------------------------------- /images/nn_gradient_descent.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_gradient_descent.jpg -------------------------------------------------------------------------------- /images/nn_learningrate.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_learningrate.png -------------------------------------------------------------------------------- /images/nn_linear.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_linear.png -------------------------------------------------------------------------------- /images/nn_nonlinear.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_nonlinear.png -------------------------------------------------------------------------------- /images/nn_overfitting.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_overfitting.png -------------------------------------------------------------------------------- /images/nn_perceptron.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_perceptron.jpeg -------------------------------------------------------------------------------- /images/nn_perceptron_2.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_perceptron_2.jpeg -------------------------------------------------------------------------------- /images/nn_tensorflow_playground.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/nn_tensorflow_playground.png -------------------------------------------------------------------------------- /images/sigmoid.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/sigmoid.svg -------------------------------------------------------------------------------- /images/tfidf_ex1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/tfidf_ex1.png -------------------------------------------------------------------------------- /images/tfidf_ex2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/tfidf_ex2.png -------------------------------------------------------------------------------- /images/tfidf_ex3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/images/tfidf_ex3.png -------------------------------------------------------------------------------- /index.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/index.ipynb -------------------------------------------------------------------------------- /md_files/cnn.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/md_files/cnn.md -------------------------------------------------------------------------------- /md_files/logistic_regression.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/md_files/logistic_regression.md -------------------------------------------------------------------------------- /md_files/mle_map.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/md_files/mle_map.md -------------------------------------------------------------------------------- /md_files/neural_networks.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/md_files/neural_networks.md -------------------------------------------------------------------------------- /ml_tutorial/__init__.py: -------------------------------------------------------------------------------- 1 | __version__ = "0.0.1" 2 | -------------------------------------------------------------------------------- /ml_tutorial/_nbdev.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/_nbdev.py -------------------------------------------------------------------------------- /ml_tutorial/autoencoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/autoencoder.py -------------------------------------------------------------------------------- /ml_tutorial/bert_farsi.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/bert_farsi.py -------------------------------------------------------------------------------- /ml_tutorial/cnn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/cnn.py -------------------------------------------------------------------------------- /ml_tutorial/core.py: -------------------------------------------------------------------------------- 1 | # AUTOGENERATED! DO NOT EDIT! File to edit: 00_core.ipynb (unless otherwise specified). 2 | 3 | __all__ = [] -------------------------------------------------------------------------------- /ml_tutorial/linear_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/linear_regression.py -------------------------------------------------------------------------------- /ml_tutorial/logistic_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/logistic_regression.py -------------------------------------------------------------------------------- /ml_tutorial/mle_map.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/mle_map.py -------------------------------------------------------------------------------- /ml_tutorial/multiclass_classification.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/multiclass_classification.py -------------------------------------------------------------------------------- /ml_tutorial/naive_bayes.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/naive_bayes.py -------------------------------------------------------------------------------- /ml_tutorial/neural_network.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/neural_network.py -------------------------------------------------------------------------------- /ml_tutorial/qa_tfidf.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/qa_tfidf.py -------------------------------------------------------------------------------- /ml_tutorial/rnn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/rnn.py -------------------------------------------------------------------------------- /ml_tutorial/rnn_lstm.py: -------------------------------------------------------------------------------- 1 | # AUTOGENERATED! DO NOT EDIT! File to edit: 07_rnn_lstm.ipynb (unless otherwise specified). 2 | 3 | __all__ = [] -------------------------------------------------------------------------------- /ml_tutorial/tfidf.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/ml_tutorial/tfidf.py -------------------------------------------------------------------------------- /settings.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/settings.ini -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mallahyari/ml_tutorial/HEAD/setup.py --------------------------------------------------------------------------------