Resources

Machine Learning Resources

Here are some resources you can use to learn machine learning and deep learning, some of the fastest-growing fields of computer science that have made their mark on bioinformatics.

Courses

• DeepLizard: Machine Learning & Deep Learning Fundamentals
• Stanford CNN for visual recognition lectures (2017)
• Stanford Machine Learning (2008)
• MIT Artificial Intelligence course (2010)
• MIT Deep Learning (2020)
• Free version of Andrew Ng's Coursera ML course

Books

• Dive into Deep Learning

Tutorials

• Building a basic neural network (Deep Learning - Coursera)
• DeepLizard Keras Tutorial
• Create an Estimator from a Keras model
• Basic CNN and RNN models
• Tensorflow Object Detection tutorial

Setup

• Pip TensorFlow Setup
• Windows Ubuntu Setup with Conda
• Jupyter Notebook setup
• Jupyter Lab setup
• Windows
• Conda Windows setup with NVIDIA cuDNN
• Mac
• Pip setup
• Conda setup
• Complete data science environment
• Create an Estimator from a Keras model
• Basic CNN and RNN models
• Tensorflow Object Detection tutorial

Other

• List of ML Resources
• The Best Resources I Used to Teach Myself Machine Learning
• Google AI Education
• Conda Cheat Sheet