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:
      • Download and install CUDA:
      • Install CuDNN.
   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. François 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.