Keras Deep Learning

Keras Deep Learning

Hands On Deep Learning with Keras

Duration: 2-3 days

Keras Tutorial Keras Tutorial

  • Introduction To Deep Learning
  • Biologicals
  • Artificial Neural Networks – Forward Propagation

  • Gradient Descent
  • Backpropagation
  • Vanishing Gradient
  • Activation Functions

  • Introduction to Keras
    • Keras, TensorFlow, Theano, and CNTK
    • Installing Keras
    • Configuring Keras
  • Multi-Layer Perceptrons
  • Develop Your First Neural Network with Keras

  • Shallow and Deep Neural Networks
  • Model Architectures
  • Train the Model
  • Serialize the Model

  • Understand Model Behavior During Training
  • Reduce Overfitting with Dropout Regularization
  • Lift Performance with Learning Rate Schedules

  • Convolutional Neural Networks
  • Recurrent Neural Networks
  • Time Series Prediction