The statQuest illustrated guide to neural networks and AI, with hands-on examples in PyTorch
Material type:
TextPublication details: Mumbai : Statquest Publications, ©2025Description: 363 p. : ill. ; 22 cmISBN: - 9789358988857
- 006.32 STA-S
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IIITD General Stacks | Computer Science and Engineering | 006.32 STA-S (Browse shelf(Opens below)) | Checked out | 04/07/2025 | 013258 |
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| 006.32 HAY-N Neural networks and learning machines | 006.32 KUM-N Neural networks : | 006.32 NOR-N Neural networks for modelling and control of dynamic systems | 006.32 STA-S The statQuest illustrated guide to neural networks and AI, with hands-on examples in PyTorch | 006.33 AGR-P Power and prediction : | 006.35 ALL-N Natural language understanding | 006.35 FOS-G Generative deep learning : teaching machines to paint, write, compose, and play |
Includes bibliographical references and index.
1. Fundamental concepts in neural networks and AI!!!
2. Optimizing weights and biases with propagation!!!
3. Networks with multiple inputs and outputs!!!
4. Simplifying outputs with ArgMax and SoftMax!!!
5. Speeding up training with cross entropy!!!
6. Image classification with convulational neural networks!!!
7. Stock prediction with recurrent neural networks (RNNs)!!!
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