Complete 2019 Data Science & Machine Learning Bootcamp

Notes

https://docs.google.com/document/d/1RtYvyQZllewxvwECHAXaE3vx5_sK-mqBIkKxAIgv4OE/edit?usp=sharing

Contents

• 1. Data Science Steps
• 2. Predict Movie Box Office Revenue with Linear Regression
• 3. Python Programming for Data Science & Machine Learning
• Useful Resources
  • Matplotlib Style Galleries
  • Python Style Guide

1 Data Science Steps

2 Predict Movie Box Office Revenue with Linear Regression

3 Python Programming for Data Science and Machine Learning

Topics Covered:

• Variables & Types
• Lists & Arrays
• Pandas: DataFrames & Series
• Functions
• Objects
• Python Documentation for Data Visualization
• Python Coding Style

4 Intro to Optimization and Gradien Descent Algorithm

How a Machine Learns

Useful Resources

Matplotlib Style Galleries

1. https://matplotlib.org/3.1.1/gallery/style_sheets/style_sheets_reference.html
2. https://tonysyu.github.io/raw_content/matplotlib-style-gallery/gallery.html

Python Style Guide

https://www.python.org/dev/peps/pep-0008/