Best skills to have in 2026: AI & ML

A complete step-by-step roadmap w/ all free resources: 1. Python

Time: 1 month

Focus on Python programming and basic data structures.

⬙ Detailed Roadmap
x.com/swapnakpanda/s…

⬗ Free Books
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❯ Introduction to Programming with Python
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❯ Introduction to Python Programming
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⬘ Free Course - Harvard CS50
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⬖ YouTube Courses
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❯ Python for Everybody (freeCodeCamp)
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1. Foundations of Machine Learning

- A classic book for beginners in ML
- Total 505 Pages

🎄 cs.nyu.edu/~mohri/mlbook/

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❯ 6.034 : Artificial Intelligence
❯ 6.036 : Machine Learning
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❯ 18.06 : Linear Algebra
❯ 18.05 : Probability and Statistics
❯ 18.S096 : Matrix Calculus

All links inside: 1. 6.034 - Artificial Intelligence

❯ Course Link
ocw.mit.edu/courses/6-034-…

❯ YouTube Playlist
youtube.com/playlist?list=…

Best skills to build in 2025: AI & ML

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

Time: 1 month

Focus on Python programming and basic data structures.

⬙ Detailed Roadmap
x.com/swapnakpanda/s…

⬗ Free Books
❯ Think Python (O'Reilly)
allendowney.github.io/ThinkPython/

❯ Introduction to Programming with Python
aupress.ca/books/oer-2023…

❯ Introduction to Python Programming
assets.openstax.org/oscms-prodcms/…

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

⬖ YouTube Courses
❯ MIT Full Course for Beginners
youtube.com/playlist?list=…

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

Python is MUST in 2025.

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.

Stanford's Courses on AI & ML (FREE):

❯ CS221 - Artificial Intelligence
❯ CS229 - Machine Learning
❯ CS230 - Deep Learning
❯ CS234 - Reinforcement Learning
❯ CS229M - ML Theory
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All links inside: 1. CS221 - Artificial Intelligence

🖇 youtube.com/playlist?list=…

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Open the thread for all 100+ links: 1. Web Development (HTML/CSS/JS)

❯ HTML ➟ web.dev/html
❯ HTML ➟ learn-html.org
❯ HTML ➟ developer.mozilla.org/en-US/docs/Lea…

❯ CSS ➟ web.dev/css
❯ CSS ➟ css-tricks.com/guides
❯ CSS ➟ developer.mozilla.org/en-US/docs/Lea…

❯ JavaScript ➟ web.dev/javascript
❯ JavaScript ➟ developer.mozilla.org/en-US/docs/Lea…

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FREE Certifications 💯 accepted in the industry:

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❯ Data Analysis with Python
courses.mooc.fi/org/uh-cs/cour…

❯ AI
elementsofai.com

❯ DevOps with Kubernetes
devopswithkubernetes.com

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❍ C/C++
❍ Java
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Best skills to build in 2025: AI & ML

A complete step-by-step roadmap w/ 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/

⬗ Introduction to Programming with Python
aupress.ca/books/oer-2023…

⬗ 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…

11 FREE Books from MIT for Absolute Beginners

- Machine Learning (ML)
- Deep Learning (DL)
- Reinforcement Learning (RL)
- Artificial Intelligence (AI)


1. Foundations of Machine Learning

- A classic book for beginners in ML
- Total 505 Pages

🎄 cs.nyu.edu/~mohri/mlbook/

Best YouTube Channels for Programming

❯ C ➟ J*** S**
❯ C++ ➟ T**C**
❯ Python ➟ *or** S**
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❯ Rust ➟ F** C**

Links inside: ❯ C ➟ Jacob Sorber
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❯ Python ➟ Corey Schafer
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❯ Node.js ➟ Codevolution
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❯ C# ➟ kudvenkat
youtube.com/@Csharp-video-…

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.

MIT's FREE Courses on Mathematics:

❯ 18.01 : Single Variable Calculus
❯ 18.02 : Multivariable Calculus
❯ 18.06 : Linear Algebra
❯ 18.05 : Probability and Statistics
❯ 6.042J : Mathematics for Comp Sc
❯ 18.404J : Automata Theory

Course links inside: 1. 18.01 - Single Variable Calculus

❯ Course Link
ocw.mit.edu/courses/18-01-…

❯ YouTube PlayList
youtube.com/playlist?list=…

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🎄 cs50.harvard.edu/x/

SAVE THESE 100+ SITES FOREVER!!!

Open the thread for all the links: 1. Python, AI & ML, Data Science

❯ Python ➟ realpython.com
❯ Python ➟ fullstackpython.com
❯ Python ➟ planetpython.org

❯ Django ➟ learndjango.com

❯ Flask ➟ blog.miguelgrinberg.com/post/the-flask…

❯ FastAPI ➟ fastapi.tiangolo.com/learn/

❯ Machine Learning ➟ developers.google.com/machine-learni…

❯ Machine Learning ➟ tensorflow.org/resources/lear…

❯ Tensorflow ➟ tensorflow.org/learn

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YouTube - ❌ Certificates
MDN - ❌ Certificates
W3Schools - ❌ Certificates

Top 11 FREE Certificate Sites: 1. University of Helsinki

❯ Python Programming
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❯ Data Analysis with Python
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Be an SQL Expert in just 6 months.

A roadmap for Absolute Beginners: Beginner
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⭣ Working with table ➋
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