The Practical Data Science Roadmap.
A) Data Science Core Skills
1) Programming and SQL
- Python - Corey Schafer Playlist (Focus on 13, 18-32, 35-45)
- Intermediate Python Book
- SQL Zoo
- 10 minutes to pandas
- Pandas by Corey Schafer
- Numpy
2) Data Collection and Wrangling/Cleaning
- A sample project using Pandas and/or Numpy
- Data Cleaning course by Kaggle
3) Exploratory Data Analysis
- Coursera Data Analysis with Python
- Data Visualization with Kaggle
- Basics of Tableau
- Hitchhiker’s guide to Exploratory Data Analysis
- A sample project
4) Data Engineering
5) Machine Learning / Deep Learning
B) Must-read books
- Pick any introductory textbook on Probability and Statistics
- Introduction to Statistical Learning
- Elements of Statistical Learning