Deep Learning

Tools

  1. Download and install Anaconda navigator.
  2. Create a new environment named 'tensorflow'.
  3. Install the following packages:
    1. Python scientific suite: Numpy, Scipy, Matplotlib.
    2. H5PY.
    3. graphviz.
    4. pydot-ng.
    5. python-opencv.
    6. If you have NVIDIA GPU BOARD only:
    7. Install tensorflow.
    8. Install theano (optional).
    9. Install keras.

Tasks

Reproduce the following codes:

  1. Install the tools (26/07/2018).
  2. MNIST (02/08/2018).

Course outline


Projects


References

  1. Fran├žois Chollet, "Deep Learning with Python", Manning (2018).
  2. Ian Goodfellow and Yoshua Bengio and Aaron Courville, "Deep Learning", MIT Press, available at http://www.deeplearningbook.org, 2016.
  3. Jason Brownlee, "Deep Learning with Python", 2016.