Buy or access through your library here: Cambridge University Press
OA arXiv link here: 2204.04198
In this community driven collaboration led by Anna Dawid, we created a textbook covering all essential modern applications of machine learning in quantum.
You can watch my lectures that were the basis for the chapters in the book here:
Lecture 1: Learning Physics Without Neural Networks
Lecture 2: Learning Phases of Matter with Neural Networks
Lecture 3: Learning Physics of Quantum Devices
OA Interactive Textbook here: Computational Science: Interactive Textbook
This is a textbook initially created for TN2513 Computational Science at TU Delft. It covers all the algorithmic programming basics for physicists in Python: from numerical differentiation to PDEs!
This book is open to everyone and you can solve the exercises directly in your browser!
Buy or access through your library here (in german!): Springer
OA arXiv link here (in english): 2102.04883
OA Jupyter book here (in english): ml-lectures.org
We created this book as lecture notes for a course run by Titus Neupert group at University of Zürich.