BOOKS - Machine Learning, Animated (Chapman and Hall CRC Machine Learning and Pattern...
Machine Learning, Animated (Chapman and Hall CRC Machine Learning and Pattern Recognition) - Mark Liu October 31, 2023 PDF  BOOKS
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Machine Learning, Animated (Chapman and Hall CRC Machine Learning and Pattern Recognition)
Author: Mark Liu
Year: October 31, 2023
Format: PDF
File size: PDF 18 MB
Language: English

The release of ChatGPT has kicked off an arms race in Machine Learning (ML), however ML has also been described as a black box and very hard to understand. Machine Learning, Animated eases you into basic ML concepts and summarizes the learning process in three initialize , adjust and repeat . This is illustrated step by step with animation to show how machines from initial parameter values to adjusting each step, to the final converged parameters and predictions. This book teaches readers to create their own neural networks with dense and convolutional layers, and use them to make binary and multi-category classifications. Readers will learn how to build deep learning game strategies and combine this with reinforcement learning, witnessing AI achieve super-human performance in Atari games such as Breakout, Space Invaders, Seaquest and Beam Rider. Written in a clear and concise style, illustrated with animations and images, this book is particularly appealing to readers with no background in computer science, mathematics or statistics. Access the book's repository

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