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1. Machine Learning with Python

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Python is a MUST LEARN skills in 2025.

Here’s how to be an EXPERT within 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.

SAVE THESE SITES FOREVER!!!

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

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I am a Java Developer since 2005.

If I have to start learning it in 2025, I'll follow this: ➊ Fundamental

Effort: 1 to 2 hours daily + Normal practice
Time: 2 weeks

✧ Overview of Java
✧ Setting up [JDK, JRE, IDE]
✧ Basic Syntax and Structure
✧ Primitive Data Types
✧ Variables and Constants
✧ Operators

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Be an SQL Expert in 2025: A roadmap for absolute beginners Beginner
⭣ Learn fundamentals ➊
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Here's a comlete roadmap w/ all free resources: 1. Python

Time: 1 month

Focus on Python programming and basic data structures.

⬙ Detailed Roadmap
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⬗ Free Book - Think Python (O'Reilly)
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❯ CSS ➟ developer.mozilla.org/en-US/docs/Lea…

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❯ HTML & CSS ➟ theodinproject.com/paths/full-sta…
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Python is a MANDATORY skill in 2025.

Here’s how to be an EXPERT in a 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).

Remember, it's a marathon; not a sprint.

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/

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1. Python

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When it comes to AI & ML,

You just need these 10 channels. They'll teach you more than any degrees. 1. Stanford Online

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Don't miss famous courses by Andrew Ng.

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The Top 11 alternatives: 1. University of Helsinki

❯ Python Programming
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❯ Data Analysis with Python
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Learn Computer Science, FREE in 2025:

- Harvard
- Stanford
- MIT
- IIT
- Google
- Microsoft

10 Top Courses w/ Certificates* : 1. Introduction with CS50

- From Harvard

🎄 cs50.harvard.edu/x/