Coursera deeplearning.ai

Neural Networks and Deep Learning

Week 2

Logistic Regression as a Neural Network

Python Basics with Numpy

Week 3

Shallow neural networks

Week 4

Building your Deep Neural Network

Deep Neural Network Application Image Classification

Improving Deep Neural Networks-Hyperparameter tuning-Regularization-and-Optimization

Week 5

Gradient Checking

Initialization

Regularization

Week 6

Optimization

Week 7

Tensorflow Tutorial

Structuring Machine Learning Projects

Autonomous driving (case study)

Bird recognition in the city of Peacetopia (case study)

Convolutional Neural Networks

week 1

Convolution model

week 2

ResNets

week 3

Car detection for Autonomous Driving

week 4

Neural Style Transfer

Face Recognition

Neural Style Transfer

Sequence Models

week 1

Building a Recurrent Neural Network

Dinosaur Island

Jazz improvisation with LSTM

week 2

Emojify

Operations on word vectors

week 3

Neural machine translation with attention

Trigger word detection