Course-01

Neural Networks and Deep Learning

• Python Basics With Numpy
• Logistic Regression with a Neural Network mindset
• Planar data classification with a hidden layer
• Building your deep neural network Step by Step
• Deep Neural Network Application
• Quiz 1, Quiz 2, Quiz 3, Quiz 4

Course-02

Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

• Initialization
• Regularization
• Gradient Checking
• Optimization Methods
• TensorFlow Introduction
• Quiz 1, Quiz 2, Quiz 3

Course-03

Structuring Machine Learning Projects

• No Notebook
• Quiz 1, Quiz 2,

Course-04

Convolutional Neural Networks

• Convolution : Step by Step
• Convolution Model : Application
• Keras Tutorial
• Residual Networks
• Autonomous driving application : Car detection
• Art Generation with Neural Style Transfer
• Face Recognition
• Quiz 1, Quiz 2, Quiz 3, Quiz 4,

Course-05

Sequence Models

• Building a Recurrent Neural Network : Step by Step
• Dinosaurus_Island : Character_level_language_model_final
• Jazz Improvisation with LSTM
• Operations on word vectors
• Emojify
• Neural Machine Translation with Attention
• Trigger Word Detection
• Quiz 1, Quiz 2, Quiz 3