Deep learning /
প্রধান লেখক: | |
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অন্যান্য লেখক: | , |
বিন্যাস: | গ্রন্থ |
ভাষা: | English |
প্রকাশিত: |
Cambridge, Massachusetts :
The MIT Press,
c2016
|
মালা: | Adaptive computation and machine learning
|
বিষয়গুলি: | |
Classic Catalogue: | View this record in Classic Catalogue |
সূচিপত্রের সারণি:
- Applied math and machine learning basics. Linear algebra
- Probability and information theory
- Numerical computation
- Machine learning basics
- Deep networks: modern practices. Deep feedforward networks
- Regularization for deep learning
- Optimization for training deep models
- Convolutional networks
- Sequence modeling: recurrent and recursive nets
- Practical methodology
- Applications
- Deep learning research. Linear factor models
- Autoencoders
- Representation learning
- Structured probabilistic models for deep learning
- Monte Carlo methods
- Confronting the partition function
- Approximate inference
- Deep generative models.