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add NMF
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je-suis-tm authored Nov 12, 2021
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Expand Up @@ -18,7 +18,7 @@ This repository is based upon the <a href=http://cs229.stanford.edu/syllabus-fal

* Generative Learning (<a href=https://github.com/je-suis-tm/machine-learning/blob/master/gaussian%20discriminant%20analysis.ipynb>Gaussian Discriminant Analysis</a>)

* Gradient Descent (<a href=https://github.com/je-suis-tm/machine-learning/blob/master/gradient%20descent.ipynb>Batch</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/gradient%20descent.ipynb>Stochastic</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/gradient%20descent.ipynb>Mini-batch</a>)
* Gradient Descent (<a href=https://github.com/je-suis-tm/machine-learning/blob/master/gradient%20descent.ipynb>Batch</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/gradient%20descent.ipynb>Stochastic</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/gradient%20descent.ipynb>Mini-batch</a>/Multiplicative)

* Least Squares (<a href=https://github.com/je-suis-tm/machine-learning/blob/master/coordinate%20descent%20for%20elastic%20net.ipynb>Linear Regression</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/coordinate%20descent%20for%20elastic%20net.ipynb>Ridge Regression</a>)

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* Principal Component Analysis (<a href=https://github.com/je-suis-tm/machine-learning/blob/master/principal%20component%20analysis.ipynb>Singular Value Decomposition</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/principal%20component%20analysis.ipynb>Low Rank Approximation</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/latent%20semantic%20indexing.ipynb>Latent Semantic Indexing</a>)

* Recommender System (<a href=https://github.com/je-suis-tm/machine-learning/blob/master/recommender%20system.ipynb>Alternating Least Squares</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/recommender%20system.ipynb>Funk SVD</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/recommender%20system.ipynb>SVD++</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/recommender%20system.ipynb>KNN with Baseline</a>)
* Recommender System (<a href=https://github.com/je-suis-tm/machine-learning/blob/master/recommender%20system.ipynb>Alternating Least Squares</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/recommender%20system.ipynb>Funk SVD</a>/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/recommender%20system.ipynb>SVD++</a>/Non-negative Matrix Factorization/<a href=https://github.com/je-suis-tm/machine-learning/blob/master/recommender%20system.ipynb>KNN with Baseline</a>)

* Signal Processing (<a href=https://github.com/je-suis-tm/machine-learning/blob/master/independent%20component%20analysis.ipynb>Independent Component Analysis</a>)

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