How I Would Learn Data Science (If I Had to Start Over)

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: https://www.youtube.com/watch?v=xjhW1rSQeik
2) Learn basic statistics for data science
- Free courses: https://www.youtube.com/watch?v=Ip50cXvpWY4
3) Start projects as soon as you can
- Use https://www.kaggle.com/ to review code and work on basic projects
- Beginner projects video: https://www.youtube.com/watch?v=8igH8qZafpo
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: https://www.youtube.com/playlist?list=PL2zq7klxX5ASFejJj80ob9ZAnBHdz5O1t

Additional tips:
1) Make studying data science a habit
- Ultralearning video: https://www.youtube.com/watch?v=a3VWq9smqhM
2) Hold yourself accountable

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My Playlists
Data Science Beginners: https://www.youtube.com/playlist?list=PL2zq7klxX5ATMsmyRazei7ZXkP1GHt-vs
Project From Scratch: https://www.youtube.com/watch?v=MpF9HENQjDo&list=PL2zq7klxX5ASFejJj80ob9ZAnBHdz5O1t&ab_channel=KenJee
Kaggle Projects: https://www.youtube.com/playlist?list=PL2zq7klxX5AQXzNSLtc_LEKFPh2mAvHIO

Видео How I Would Learn Data Science (If I Had to Start Over) канала Ken Jee