000 02257nam a22002297a 4500
999 _c56502
_d56502
005 20200312140053.0
008 200312b ||||| |||| 00| 0 eng d
020 _a9789352139057
028 _aRaghav Books Private Limited
_bA-184 A, Nand Gram, Ghaziabad, U.P.
_c1805
_d07/03/2020
082 _a006.31 GER
100 _aAurélien Géron
245 _aHands-on machine learning with Scikit-Learn and TensorFlow concepts, tools, and techniques to build intelligent systems
_c/Aurélien Géron
260 _aSebastopol, CA
_b: O'Reilly Media
_c, 2017
300 _axx, 551 pages
_c ; 24 cm
365 _b2275
505 _a Part I. The fundamentals of machine learning. The machine learning landscape ; End-to-end machine learning project ; Classification ; Training models ; Support vector machines ; Decision trees ; Ensemble learning and random forests ; Dimensionality reduction -- Part II. Neural networks and deep learning. Up and running with TensorFlow ; Introduction to artificial neural networks ; Training deep neural nets ; Distributing TensorFlow across devices and servers ; Convolutional neural networks ; Recurrent neural networks ; Autoencoders ; Reinforcement learning -- Exercise solutions -- Machine learning project checklist -- SVM dual problem -- Autodiff -- Other popular ANN architectures.
520 _aThrough a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how. By using concrete examples, minimal theory, and two production-ready Python frameworks--Scikit-Learn and TensorFlow--author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You'll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you've learned, all you need is programming experience to get started.
650 _aComputer Science
655 _aMachine learning
_bArtificial intelligence
700 _aAurélien Géron
942 _cBOOK