Introduction to Machine Learning

Inbunden, Engelska, 2019

1 495 kr

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Beskrivning

The book starts with an overview of machine learning and the underlying Mathematical and Statistical concepts before moving onto machine learning topics. It gradually builds up the depth, covering many of the present day machine learning algorithms, ending in Deep Learning and Reinforcement Learning algorithms.

Produktinformation

Utgivningsdatum:2019-05-17
Mått:156 x 234 x 18 mm
Vikt:581 g
Format:Inbunden
Språk:Engelska
Antal sidor:263
Förlag:Springer Nature Switzerland AG
ISBN:9783030157289

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Mer om författaren

Gopinath Rebala is Chief Technical Officer at OpsMx, Inc. in San Ramon, California.Ajay Ravi is a Software Engineer at Intel, Inc. in San Jose, California.Sanjay Churiwala is Senior Director at Xilinx, in Hyderabad, India.

Innehållsförteckning

Introduction.- Basics before Machine Learning.- Learning Models.- Regression.- Improving Further.- Classification.- Clustering (unsupervised Learning).- Random Forests.- Testing the Algorithm and the Network.- Neural Network.- Reinforcement Learning.- Deep Learning.- Principal Component Analysis.- Anomaly Detection.- Recommender System.- Feature Search/Convolution.- Natural Language Processing.- Language Translation.- AlphaGo.- Data Quality.- System Improvement.- Software stack.- Hardware Implementations.