Source Code of Artificial Intelligence Fundemental Ability

From heurstic searching to machine learning, and to deep learning finally.

Lesson-01: AI foundation

• Rule Based AI
• Dynamic Programming
• Water Pouring Problem, Searching Problem;
• Gradient Descent;

Lesson-02:

• Dynamic Programming Continue
• K-means, to find geo-centers in Chinese Map

Lesson-03:

• Linear Regression
• House Price Prediction

Lesson-04:

• Metrics for Machine Learning
• Linear Regression Implementation

Lesson-05:

• Decision Trees

Lesson-06:

• Probability Methods in ML
• Language Model
• Bayes Learning
• Support Vector Machine(SVM)

Lesson-07:

• Advanced Optimization Methods
• Gradient Checking
• Adam, RSMP

Lesson-08:

• Recurrent Neural Network
• Time series prediction

Lesson-09:

• Convolutional Neural Network
• Visualization of CNN
• CNN cell implementation

Lesson-10:

• ResNet
• GoogLeNet, Inception
• Transfer Learning