ENGLISH

Machine Learning for Computer Scientists and Data Analysts: From an Applied Perspective

By Sai Manoj Pudukotai Dinakarrao , Setareh Rafatirad , Houman Homayoun , Zhiqian Chen

Book information

Publisher
Springer
Year
2022
ISBN
3030967557, 9783030967550
Language
english
Format
EPUB
Filesize
42 MB (43827591 bytes)
Pages
473\0
Time added
2022-07-13 20:33:23

Description

This textbook introduces readers to the theoretical aspects of machine learning (ML) algorithms, starting from simple neuron basics, through complex neural networks, including generative adversarial neural networks and graph convolution networks. Most importantly, this book helps readers to understand the concepts of ML algorithms and enables them to develop the skills necessary to choose an apt ML algorithm for a problem they wish to solve. In addition, this book includes numerous case studies, ranging from simple time-series forecasting to object recognition and recommender systems using massive databases. Lastly, this book also provides practical implementation examples and assignments for the readers to practice and improve their programming capabilities for the ML applications.

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