Hands-On machine learning with Scikit-learn & TensorFlow: concepts, tools, and techniques to build intelligent systems /

Géron, Aurélien

Hands-On machine learning with Scikit-learn & TensorFlow: concepts, tools, and techniques to build intelligent systems / [Ediciones 2017-2022] Aurélien Géron - First edition. (2017) Second edition (2022) - (2017) xx, 543 páginas: (2022) xxv, 834 páginas: ilustraciones

Part I.- The fundamentals of machine learning -- 1.- The machine lerning landscape -- 2.- End-to-end machine learning project -- 3.-Classification -- 4.- Training models -- 5.- Support vector machines -- 6.- Decision trees -- 7.- Ensemble learning and random forests -- 8.- Dimensionality reduction -- Part II.- Neural networks and deep learning -- 9.- Up and running with tensorflow -- 10.- Introduction to artificial neural networks -- 11.- Training deep neural nets -- 12.- Distributing tensorflow across devices and servers -- 13.- Convolutional neural networks -- 14.- Recurrent neural networks -- 15.- Autoencoders -- 16.- Reinforcement learning.-

9781491962299 (First edición) 9781098125974 (Third edition )


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