Deep Learning with Keras

Deep Learning with Keras

What you’ll learn

• Introduction to Deep Learning and Neural Networks
• Understand Deep Learning with Keras
• Take a big step towards becoming a Deep Learning / Machine Learning engineer
• Keras overview, features, benefits
• Keras installation
• Keras – Models, Layers and Modules
• Keras Models – Sequential Model, Functional API
• Keras Layers – Dense Layers, Dropout Layers, Convolution Layers, Pooling Layers
• Keras Modules
• Keras – Model Compilation, Evaluation and Prediction
• Loss, Optimizer, Metrics, Compile the Model
• Model Training, Model Evaluation, Model Prediction
• Life-Cycle for Neural Network Models in Keras
• Define Network, Compile Network, Fit Network, Evaluate Network, Make Predictions
• Building your first Neural Network with Keras
• Building a Multilayer Perceptron neural network
• Building Image Classification Model with Keras
• Convolutional Neural Network (CNN) & its layers