Deep Learning

Class Hours/Room: Friday 13:20~16:20
Instructor: Jen-Tzung Chien

Office: 4th Engineering Building Rm. 829
Email: jtchien@nctu.edu.tw
Tel: 03-5731951

Text Book:

  • Deep Learning, I. Goodfellow and Y. Bengio and A. Courville, The MIT Press, 2016.

Reference Books:

  1. Pattern Recognition and Machine Learning, C. M. Bishop, Springer Science, 2006.
  2. Bayesian Speech and Language Processing, S. Watanabe and J.-T. Chien, Cambridge University Press, 2015.

Course Outline:

  1. Machine Learning Basics
  2. Deep Learning Applications
  3. Deep Feedforward Networks
  4. Regularization for Deep Learning
  5. Approximate Inference
  6. Optimization for Deep Models
  7. Auto-Encoders
  8. Deep Generative Models
  9. Deep Boltzmann Machines
  10. Convolutional Neural Networks
  11. Recurrent Neural Networks
  12. Gated Recurrent Neural Networks

Temporary Grading Policy:

  • Midterm Exam, Final Exam, Final Project & Attendance