README.md

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A series of online courses offered by deeplearning.ai. I would like to say thanks to Prof. Andrew Ng and his colleagues for spreading knowledge to normal people and great courses sincerely.

Reminder

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The reason I would like to create this repository is purely for academic use (in case for my future use). I am really glad if you can use it as a reference and happy to discuss with you about issues related with the course even for further deep learning techniques.

Please only use it as a reference. The quiz and assignments are relatively easy to answer, hope you can have fun with the courses.

1. Neural Network and Deep Learning

• Week 1

  • Quiz 1
  • Logistic Regression as a Neural Network

• Week 2

  • Quiz 2
  • Logistic Regression as a Neural Network

• Week 3

  • Quiz 3
  • 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

• 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

Author

Haibin Yu/ @HeroKillerEver