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๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—ณ๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜ (๐—ก๐—ผ ๐—ฆ๐˜๐—ฟ๐—ถ๐—ป๐—ด๐˜€ ๐—”๐˜๐˜๐—ฎ๐—ฐ๐—ต๐—ฒ๐—ฑ)

๐—ก๐—ผ ๐—ณ๐—ฎ๐—ป๐—ฐ๐˜† ๐—ฐ๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€, ๐—ป๐—ผ ๐—ฐ๐—ผ๐—ป๐—ฑ๐—ถ๐˜๐—ถ๐—ผ๐—ป๐˜€, ๐—ท๐˜‚๐˜€๐˜ ๐—ฝ๐˜‚๐—ฟ๐—ฒ ๐—น๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด.

๐—›๐—ฒ๐—ฟ๐—ฒโ€™๐˜€ ๐—ต๐—ผ๐˜„ ๐˜๐—ผ ๐—ฏ๐—ฒ๐—ฐ๐—ผ๐—บ๐—ฒ ๐—ฎ ๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐˜๐—ถ๐˜€๐˜ ๐—ณ๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜:

1๏ธโƒฃ Python Programming for Data Science โ†’ Harvardโ€™s CS50P
The best intro to Python for absolute beginners:
โ†ฌ Covers loops, data structures, and practical exercises.
โ†ฌ Designed to help you build foundational coding skills.

Link: https://cs50.harvard.edu/python/

https://t.me/datasciencefun

2๏ธโƒฃ Statistics & Probability โ†’ Khan Academy
Want to master probability, distributions, and hypothesis testing? This is where to start:
โ†ฌ Clear, beginner-friendly videos.
โ†ฌ Exercises to test your skills.

Link: https://www.khanacademy.org/math/statistics-probability

https://whatsapp.com/channel/0029Vat3Dc4KAwEcfFbNnZ3O

3๏ธโƒฃ Linear Algebra for Data Science โ†’ 3Blue1Brown
โ†ฌ Learn about matrices, vectors, and transformations.
โ†ฌ Essential for machine learning models.

Link: https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9KzVk3AjplI5PYPxkUr

4๏ธโƒฃ SQL Basics โ†’ Mode Analytics
SQL is the backbone of data manipulation. This tutorial covers:
โ†ฌ Writing queries, joins, and filtering data.
โ†ฌ Real-world datasets to practice.

Link: https://mode.com/sql-tutorial

https://whatsapp.com/channel/0029VanC5rODzgT6TiTGoa1v

5๏ธโƒฃ Data Visualization โ†’ freeCodeCamp
Learn to create stunning visualizations using Python libraries:
โ†ฌ Covers Matplotlib, Seaborn, and Plotly.
โ†ฌ Step-by-step projects included.

Link: https://www.youtube.com/watch?v=JLzTJhC2DZg

https://whatsapp.com/channel/0029VaxaFzoEQIaujB31SO34

6๏ธโƒฃ Machine Learning Basics โ†’ Googleโ€™s Machine Learning Crash Course
An in-depth introduction to machine learning for beginners:
โ†ฌ Learn supervised and unsupervised learning.
โ†ฌ Hands-on coding with TensorFlow.

Link: https://developers.google.com/machine-learning/crash-course

7๏ธโƒฃ Deep Learning โ†’ Fast.aiโ€™s Free Course
Fast.ai makes deep learning easy and accessible:
โ†ฌ Build neural networks with PyTorch.
โ†ฌ Learn by coding real projects.

Link: https://course.fast.ai/

8๏ธโƒฃ Data Science Projects โ†’ Kaggle
โ†ฌ Compete in challenges to practice your skills.
โ†ฌ Great way to build your portfolio.

Link: https://www.kaggle.com/
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