Essential-Tech-for-Predictive-Analysis

Essential-Tech-for-Predictive-Analysis in Python

Reference:

'Machine Learning in Python: Essential-Tech-for-Predictive-Analysis',Michael Bowles

蚂蚁学Python, https://github.com/peiss/ant-learn-pandas

Contents

• 1. Pandas Introduction
• 2. The Two Essential Algorithms for Making Predictions
• 3. Understand the Problem by Understanding the Data
• 4. Predictive Model Building: Balancing Performance, Complexity, and Big Data
• 5. Penalized Linear Regression
• 6. Building Predictive Models Using Penalized Linear Methods
• 7. Ensemble Methods
• 8. Building Ensemble Models with Python