ENGLISH

Machine Learning, Animated

By Mark Liu

Book information

Publisher
Chapman and Hall/CRC
Year
2023
ISBN
9781032462141, 9781032462134, 9781003441281, 9781003380580
Language
english
Format
PDF
Filesize
17 MB (18231119 bytes)
Pages
465\465
Orientation
portrait
Paginated
yes
Scanned
no
Time added
2023-10-11 16:57:18

Description

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 summarises the learning process in three words: initialize, adjust and repeat. This is illustrated step by step with animation to show how machines learn: 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.

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