In this video, I talk about how I would learn data science if I had to start again from scratch. Learning data science and machine learning is a little bit different for everyone, but hopefully this video will help you to build the necessary foundation to tackle these fields.

1) Learn programming in python or R
- Advice for college students:    • Data Science Advice for College Students  
2) Learn basic statistics for data science
- Free courses:    • The Best Free Data Science Courses No...  
3) Start projects as soon as you can
- Use https://www.kaggle.com/ to review code and work on basic projects
- Beginner projects video:    • 3 Proven Data Science Projects for Be...  
4) Take notes on what algorithms and packages others use
5) Learn the source code for the algorithms and try to implement them from scratch
6) Work on more advanced projects where you collect your own data or use advanced concepts like deep learning, nlp, or computer vision.
- Data science project playlist:    • Data Science Project From Scratch  

Additional tips:
1) Make studying data science a habit
- Ultralearning video:    • How to ULTRALEARN Data Science  
2) Hold yourself accountable

#DataScience #KenJee

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My Playlists
Data Science Beginners:    • Data Science Beginners  
Project From Scratch:    • Data Science Project from Scratch - P...  
Kaggle Projects:    • Kaggle Projects