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Books about Machine Learning

Statistics

• Statistics by Freedman
• Data Science from Scratch by Joel Grus

Machine Learning

• Introduction to Statistical Learning by Tibshirani
• Hands-On Machine Learning with Scikit-Learn and TensorFlow by Aurélien Géron
• The Elements of Statistical Learning by Tibshirani
• Pattern Recognition and Machine Learning by Bishop
• Machine Learning: A Probabilistic Perspective by Murphy (this is advanced)

Deep Learning

• Deep Learning with Python by Chollet (start with this one)
• Deep Learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville
• Machine Learning applied to Cybersecurity
• Machine Learning for Penetration Testing by Chiheb Chebbi
• Machine Learning and Security: Protecting Systems with Data and Algorithms by Chio and Freeman
• Introduction to Machine Learning with Applications in Information Security by Mark Stamp

MOOC (Online Courses)

• Machine Learning by Andrew Ng on Coursera or Youtube
• Deep Learning by Andrew Ng (yeah I like him) on Coursera or Youtube
• Statistics with R by Duke University
• Advanced Machine Learning by Higher School of Economics
• Applied Data Science with Python