Artificial Intelligence resources

Deep Learning and Machine Learning

Deep Learning Specialization
Offered by deeplearning.ai on Coursera

Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
Free TensorFlow 2.0 course offered by deeplearning.ai on Coursera. Part of the TensorFlow Specialization.

Intro to TensorFlow for Deep Learning
Free TensorFlow 2.0 course offered by Google on Udacity


Web resources

Understanding Categorical Cross-Entropy Loss, Binary Cross-Entropy Loss, Softmax Loss, Logistic Loss, Focal Loss and all those confusing names


Math

Mathematics for Machine Learning Specialization
Offered by Imperial College London on Coursera

Think Stats
PDF – Think Stats 2nd edition by Allen B. Downey

The Elements of Statistical Learning
PDF – The Elements of Statistical Learning by Hastie, Tibshirani and Friedman

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