Advanced Hyperparameter Tuning of Multilayer Perceptron - MLP, Weight Initialization, Nonlinearity (Activation Function), Optimizers, Batch Normalization, Dropout, Model Ensemble
Deep Learning Classification Problem - Example with sklearn breast cancer dataset - Model Creation and Evaluation
We will learn about the basic idea of Artificial Neural Network and how the idea is extracted from our human brain.
What is Artificial Intelligence (AI)? Machine Learning, Neural Network, Natural Language Processing (NLP), A brief history of Deep learning.
Loss Functions for a Deep Learning model
Optimizers for Neural Network, Standard Optimizers, Adaptive Optimization Algorithms, Usage with keras optimizers