Andrew Ng's online course Machine Learning is free on Coursera and the lectures are also on Youtube. A classic textbook on Machine Learning by a very highly cited researcher is Pattern Recognition and Machine Learning by Christopher Bishop. The most well known Artificial Intelligence textbook is Artificial Intelligence, A Modern Approach, by Stuart J. Russell and Peter Norvig. However it is very long in part because it takes a broad view of Artificial Intelligence to be any time machines can be made to act rationally, and so would best be looked at only in the subjects of interest. A specific breakdown of the exact topics you wish to learn can be helpful in this case and in general due to the large amounts of online resources. For example, if you are more interested in Neural Networks than the rest of Artificial Intelligence and Machine learning, Deep Learning by Ian Goodfellow Yoshua Bengio and Aaron Courville is commonly recommended. The research paper named Attention is All you Need is also helpful for understanding the attention mechanism which is crucial to many modern neural networks.
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