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

englanti
2023-07-10
93,59 € 143,98 €

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Toimitus 12-18 arkipäivässä

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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 algorith ... Täydellinen kuvaus

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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.

Lisätietoja

Kirjoittaja Zhiqian Chen, Houman Homayoun, Setareh Rafatirad, Sai Manoj Pudukotai Dinakarrao
Julkaisija Springer Nature Switzerland
Julkaisuvuosi 2023
Kannen tyyppi Pehmeäkantinen
EAN 9783030967581
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Arvostelet: Machine Learning for Computer Scientists and Data Analysts: From an Applied Perspective
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93,59 € 143,98 €