Hands-on machine learning with scikit-learn and tensorflow: concepts, tools, and techniques to build intelligent systems/ Aurelien Geron
Publication details: Kolkata: Shroff Publishers, 2019Edition: 2nd edDescription: xxv, 819 p. : col. ill. ; 24 cmISBN: 9789352139057; 9781492032649Subject(s): Machine learning | Artificial intelligenceDDC classification: 006.31Item type | Current library | Call number | Copy number | Status | Date due | Barcode | Item holds |
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General Books | Central Library, Sikkim University General Book Section | 006.31 GER/H (Browse shelf(Opens below)) | C1 | Available | 48042 | ||
General Books | Central Library, Sikkim University General Book Section | 006.31 GER/H (Browse shelf(Opens below)) | C2 | Available | 48043 | ||
General Books | Central Library, Sikkim University General Book Section | 006.31 GER/H (Browse shelf(Opens below)) | C 3 | Available | 48044 |
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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
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