deeplearning.ai

A series of online courses offered by deeplearning.ai.

1. Neural Network and Deep Learning

• Week 1

  • Quiz 1

• Week 2

  • Quiz 2
  • Logistic Regression as a Neural Network

• Week 3

  • Quiz 3
  • Planar Data Classfication with One Hidden Layer

• Week 4

  • Quiz 4
  • Building your Deep Neural Network - Step by Step
  • Deep Neural Network Application-Image Classification

2. Improving Deep Neural Networks-Hyperparameter tuning, Regularization and Optimization

• Week 1

  • Quiz 1
  • Initialization
  • Regularization
  • Gradient Checking

• Week 2

  • Quiz 2
  • Optimization Methods

• Week 3

  • Quiz 3
  • Tensorflow

3. Structuring Machine Learning Projects

• Week 1

  • Quiz 1

• Week 2

  • Quiz 2

4. Convolutional Neural Network

• Week 1

  • Quiz 1
  • Convolutional Model- step by step

• Week 2

  • Quiz 2
  • ResNets

• Week 3

  • Quiz 3
  • Car detection for Autonomous Driving

• Week 4

  • Quiz 4
  • Neural Style Transfer
  • Face Recognition

5. Sequence Models

• Week 1

  • Quiz 1
  • Building a Recurrent Neural Network - Step by Step
  • Dinosaur Island -- Character-level language model
  • Jazz improvisation with LSTM

• Week 2

  • Quiz 2
  • Word Vector Representation
  • Emojify

• Week 3

  • Quiz 3
  • Machine Translation
  • Trigger Word Detection