Python Demo for Algo.

Code

• Linear Regression demo
• Ridge Regression demo
• Gradient Descent demo
• Logistic Regression demo: Interesting one and a lot to deal with.
• Differential Privacy demo: path to the directory and run python main.py. Be careful about the dependencies.
• Support vector Machine demo: Include complete pipeline and prediction code, could use AI to help generate client.
• Multi Layer Perceptron demo: California housing price prediction, build the simple NN with keras. I try to drop some seemed irrelevant feature columns and the performance improve. Next time I'll learn how to get information from the data visualization.

Note

• DSAA 2011 (Machine Learning) Lecture Note I am still updating it.

• Differential Privacy The matetial for class presentation of DSAA 2290

• Support Vector Machine

• Word Embedding