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portada Machine Learning for Computer Scientists and Data Analysts: From an Applied Perspective
Type
Physical Book
Author
Publisher
Year
2022
Language
English
Pages
458
Format
Hardcover
Dimensions
23.8x16x2.8 cm
Weight
0.88 kg.
ISBN13
9783030967550
Edition No.
1
Categories

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

Setareh Rafatirad (Author) · Houman Homayoun (Author) · Zhiqian Chen (Author) · Springer · Hardcover

Machine Learning for Computer Scientists and Data Analysts: From an Applied Perspective - Rafatirad, Setareh ; Homayoun, Houman ; Chen, Zhiqian

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

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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The binding of this edition is Hardcover.

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