1. Artificial Neural Networks
- ANN Intuition
- Plan of Attack
- The Neuron
- The Activation Function
- How do Neural Networks work?
- How do Neural Networks learn?
- Gradient Descent
- Stochastic Gradient Descent
- Backpropagation
- Building an ANN
- How to get the dataset
- Business Problem Description
- Building an ANN
- Evaluating, Improving and Tuning the ANN
- Evaluating the ANN
- Improving the ANN
- Tuning the ANN
2. Convolutional Neural Networks
- CNN Intuition
- Plan of attack
- What are convolutional neural networks?
- Convolution Operation
- ReLU Layer
- Pooling
- Flattening
- Full Connection
- Softmax & Cross-Entropy
- Building a CNN
- How to get the dataset
- Introduction to CNNs
- Building a CNN