Hands-on machine learning with scikit-learn and tensorflow: concepts, tools, and techniques to build intelligent systems/
Geron, Aurelien
Hands-on machine learning with scikit-learn and tensorflow: concepts, tools, and techniques to build intelligent systems/ Aurelien Geron - 2nd ed. - Kolkata: Shroff Publishers, 2019. - xxv, 819 p. : col. ill. ; 24 cm.
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 --
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
9789352139057 9781492032649
Machine learning
Artificial intelligence
006.31 / GER/H
Hands-on machine learning with scikit-learn and tensorflow: concepts, tools, and techniques to build intelligent systems/ Aurelien Geron - 2nd ed. - Kolkata: Shroff Publishers, 2019. - xxv, 819 p. : col. ill. ; 24 cm.
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 --
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
9789352139057 9781492032649
Machine learning
Artificial intelligence
006.31 / GER/H