Data Science & Machine Learning
February 13, 2025 at 05:13 AM
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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