Resources

Books and Lecture Notes (free and online)

• A Brief Introduction to Neural Networks
• Deep Learning
• Deep Learning Methods and Applications
• Dive into Deep Learning
• Mathematics for Machine Learning
• Neural Networks and Deep Learning

MOOCs and Video Lectures

• Deep Learning with Python and PyTorch
• Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
• Machine Learning
• Mathematics for Machine Learning Specialization
• Neural Networks and Deep Learning
• Supervised Machine Learning: Regression and Classification

Other Deep Learning Courses

• CS231n Deep Learning for Computer Vision, Stanford
• 6.S191 Introduction to Deep Learning, MIT
• 11-785 Introduction to Deep Learning, CMU
• ECE60146 Deep Learning, Purdue

Programming Tutorials

• Full Stack Deep Learning
• Google's Python Class
• ML Notebooks -- materials for Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
• Python Numpy Tutorial
• PyTorch Tutorials
• TensorFlow Tutorials