Machine Learning Fundamentals#

This part contains knowledge of the basic parts of machine learning. Please understand the process of machine learning, master the common supervised algorithms (classification, regression) and evaluation methods of machine learning. Pay particular attention to the following in Machine Learning Fundamentals:

• Cost Function and Gradient Descent
• Overfitting and Underfitting
• Supervised Learning

If you've never touched machine learning#

You can choose to go through Wu Enda's classic machine learning course and Chinese notes systematically.

If you have ever touched machine learning#

Please refer to the following links to review important knowledge points

• English document: Must-Know Machine Learning Algorithms
• Chinese Documentation: Machine Learning Catalog

(Optional) Machine Learning Toolkit#

Use of scikit-learn