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Course Detail

Course Name Advance Deep Learning
Course Code 24CSC547
Program Integrated M. Sc. Mathematics and Computing
Credits 3
Campus Coimbatore

Syllabus

Transfer learning in CNN and RNN such as using image classifiers, text classification, sentimental analysis.

Attention models and Deep reinforcement learning. Generative models (Generative Adversarial Network).tf.keras, TensorFlow Hub, and TensorFlow Lite tools.

Graph Convolution Networks.

Text Books / References

Text / Reference Books:

  1. Francios Chollet, Deep Learning with Python
  2. Paolo Galeone, Hands-On Neural Networks with TensorFlow 0, by.
  3. Michael Nielsen, Neural Networks and Deep Learning, Available for free online.
  4. Goodfellow, Bengio, and Courville, Deep Learning Book, MIT Press
  5. R.Sutton and A. Barto, Reinforcement Learning: An Introduction, MIT Press.

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