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courses

this repository contains various completed courses and their associated code implementations as well as some links

basic courses

Machine Learning (Stanford CS229) | course-site

This course provides a broad introduction to machine learning and statistical pattern recognition. Topics include: supervised learning (generative/discriminative learning, parametric/non-parametric learning, neural networks, support vector machines); unsupervised learning (clustering, dimensionality reduction, kernel methods); learning theory (bias/variance tradeoffs, practical advice); reinforcement learning and adaptive control.

advanced courses

Deep Unsupervised Learning 2019 Berkley | course-site

NLP: From Languages to Information - Stanford

Natural Language Processing with Deep Learning - Stanford

Deep Learning by Yann LeCun - NYU CENTER FOR DATA SCIENCE

books

Free books on Machine Learning

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