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This is how to START and MASTER it in 1 year: 0. Preliminary Steps

Before deciding to start, ensure you do these

⬩Know your final goal
⬩Set a target for spending daily 1 hour minimum.
⬩Research about Python ecosystem (libraries, frameworks, code editors).

P.S: This is my personal roadmap. I could spend 1 to 2 hours daily for learning and practicing during 2020. And it took me ~1 year to finish logically. It may differ from person to person.

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Python is a MUST in 2025.

This is how to START and be an EXPERT in 1 year: 0. Preliminary Steps

Before deciding to start, ensure you do these

⬩Know your final goal
⬩Set a target for spending daily 1 hour minimum.
⬩Research about Python ecosystem (libraries, frameworks, code editors).

P.S: This is my personal roadmap. I could spend 1 to 2 hours daily for learning and practicing. And it took me ~1 year to finish. It may differ from person to person.

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Best skills to build in 2025: AI & ML

Here's a complete roadmap & all free resources: 1. Python

Time: 1 month

Focus on Python programming and basic data structures.

⬙ Detailed Roadmap
x.com/swapnakpanda/s…

⬗ Free Book - Think Python (O'Reilly)
allendowney.github.io/ThinkPython/

⬗ Free Book - Introduction to Python Programming
assets.openstax.org/oscms-prodcms/…

⬘ Free Course - Harvard CS50
cs50.harvard.edu/python/

⬖ YouTube - Python for Everybody (freeCodeCamp)
youtube.com/watch?v=8Dvywo…

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❯ DevOps with Kubernetes
devopswithkubernetes.com

❯ Fullstack Web Development
fullstackopen.com

🖇️ All courses: mooc.fi/en/courses/

Stanford's FREE Courses on AI & ML:

❯ CS221 - Artificial Intelligence
❯ CS229 - Machine Learning
❯ CS230 - Deep Learning
❯ CS234 - Reinforcement Learning
❯ CS229M - ML Theory
❯ CS224N - NLP with Deep Learning
❯ CS224U - NL Understanding

Course links inside: 1. CS221 - Artificial Intelligence

🖇 youtube.com/playlist?list=…

Python is a MANDATORY skills in 2025.

This is how you can be an EXPERT in 1 year: 0. Preliminary Steps

Before deciding to start, ensure you do these

⬩Know your final goal
⬩Set a target for spending daily 1 hour minimum.
⬩Research about Python ecosystem (libraries, frameworks, code editors).

P.S: This is my personal roadmap. I could spend 1 to 2 hours daily for learning and practicing. And it took me ~1 year to finish. It may differ from person to person.

👩‍💻 Practice these 150+ Algorithms in

❍ C/C++
❍ Java
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