/Deeplearning_Homework

Deep learning Homework

Primary LanguagePythonMIT LicenseMIT

Deeplearning_Homework with python3.6

.py version of Deep Learning homework for pure enjoyment.

There are some bugs in origin version of answer beacause of VERSION change in different module.

If this repository violate deeplearn.ai 's copy right, please email me.

Uncomment code for runing test case. If you can not run successfully, please check out your module's version:

homework list

  • lecture one: Neural Network and Deep Learning
    • The first week: Basics of neural network progamming
    • The second week: Shallow neural networks
    • The third week: Deep neural network
  • lecture two: Hyperparameter tuning, regularization and optimization
    • The first week: Practical aspects of deep learning
    • The second week: Optimization algorithms
    • The third week: Hyperparameter tuning
  • lecture three: Structuring Machine Learning Projects
  • lecture four: Convolutional Neural Networks
    • The first week: Foundations of Convalutional Neural Networks
    • The second week: Deep convalutional models of case studies
    • The third week: Object detection
    • The fourth week: Special applications of Face recognition & Neural style transfer
  • lecture five: Sequence Models
    • Recurrent Neural Networks
    • Natural Language Processing and Word Embeddings
    • Sequence models & Attention mechanism

todo list

  • run the whole code of homework
  • write a blog for code tricks
  • write a blog for homework in Chinese version