Resources for machine learning research

linkDataset Repositories

• ISLR Datasets and Descriptions
• UC Irvine Machine Learning Repository
• Kaggle

Other Datasets

• CIFAR-10 & CIFAR-100

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linkPython Libraries

• numpy

• pandas

• matplotlib

• seaborn

• plotly

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linkBooks

Machine Learning Models

• Introduction to Statistical Learning in R/Python by Gareth James, Daniela Witten, Trevor Hastie, and Robert Tibshirani

• The Elements of Statistical Learning: Data Mining, Inference, and Prediction by Trevor Hastie, Robert Tibshirani, and Jerome Friedman

Deep Learning Models

• Deep Learning by Ian Goodfellow, Yoshua Bengio, and Aaron Courville

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linkCourses, Lectures, & Tutorials

Multivariate Calculus

• Mathematics for Machine Learning: Calculus by Imperial College London

• Khan Academy