Python/TensorFlow/Keras Tutorial

University of Notre Dame

• Intro to Python (html): Nov 15
  Python is a dynamically type object oriented programming language. This notebook provides a low-level introduction to the basic datatype, operators, control statements, and class objects
• Gradient Descent Training (pdf), notebook (ipynb): Nov 22
  This programming exercise has you write a gradient descent algorithm in Python. It is intended to provide some practice in Python programming.
• Perceptron Training (pdf), notebook (ipynb), data (zip): Dec 6
  This programming exercise has you write a Python script implementing a Perceptron Learning algorithm on the attached dataset.
• Neural Network Classes (pdf), notebook (ipynb), data (zip), Dec 20
  This programming exercise has you instantiate and train a neural network model using Python classes.
• TensorFlow/Keras (pdf), notebook (ipynb), Jan 3
  This programming exercise steps you through the use of TensorFlow/Keras in training a CNN model for the MNIST dataset