zhwang0/Coursera-Deep-Learning-Specialization

Lecture notes of Deep Learning by Andrew Ng, Deeplearning.ai, on coursera.

Coursera-Deep-Learning-Specialization

Course website: https://www.coursera.org/specializations/deep-learning

Offered by deeplearning.ai

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Lecture Notes

Notes include the important points from lectures, quizzes, and assignments, not including any answers.

(Some formulars cannot be shown in github. One can download the repo and check out the corresponding html files)

Course 1: Neural Networks and Deep Learning

• Week 1: Introduction to Deep Learning

• Week 2: Neural Networks Basics

• Week 3: Shallow Neural Network

• Week 4: Deep Neural Networks

Course 2: Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

• Week 1: Practical Aspects of Deep Learning

• Week 2: Optimization Algorithms

• Week 3: Hyperparameter Tuning, Batch Normalization and Programming Frameworks

Course 3: Structuring Machine Learning Projects

• Week 1: Machine Learning Strategy (1)

• Week 2: Machine Learning Strategy (2)