𝗟𝗲𝗮𝗿𝗻 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗙𝗿𝗼𝗺 𝗦𝗰𝗿𝗮𝘁𝗰𝗵

𝗟𝗲𝗮𝗿𝗻 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗙𝗿𝗼𝗺 𝗦𝗰𝗿𝗮𝘁𝗰𝗵

𝗕𝗮𝘀𝗶𝗰𝘀 𝗼𝗳 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴:

𝐟𝐫𝐞𝐞𝐂𝐨𝐝𝐞𝐂𝐚𝐦𝐩 - 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐰𝐢𝐭𝐡 𝐏𝐲𝐭𝐡𝐨𝐧

Learn the fundamentals of machine learning with this comprehensive course.

https://www.freecodecamp.org/learn/machine-learning-with-python/

𝐆𝐨𝐨𝐠𝐥𝐞 𝐀𝐈 - 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐂𝐫𝐚𝐬𝐡 𝐂𝐨𝐮𝐫𝐬𝐞

A fast-paced, practical introduction to machine learning.

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

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𝗣𝘆𝘁𝗵𝗼𝗻 𝗳𝗼𝗿 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴:

𝐊𝐚𝐠𝐠𝐥𝐞 - 𝐏𝐲𝐭𝐡𝐨𝐧

Interactive tutorials to build your Python skills.

https://www.kaggle.com/learn/python

𝐑𝐞𝐚𝐥 𝐏𝐲𝐭𝐡𝐨𝐧

In-depth Python tutorials and articles.

https://realpython.com/

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𝗦𝗸𝗶𝗹𝗹𝘀 𝗳𝗼𝗿 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴:

𝐊𝐡𝐚𝐧 𝐀𝐜𝐚𝐝𝐞𝐦𝐲 - 𝐒𝐭𝐚𝐭𝐢𝐬𝐭𝐢𝐜𝐬 𝐚𝐧𝐝 𝐏𝐫𝐨𝐛𝐚𝐛𝐢𝐥𝐢𝐭𝐲

Strengthen your statistical skills essential for machine learning.

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

𝐒𝐭𝐚𝐭𝐐𝐮𝐞𝐬𝐭 - 𝐒𝐭𝐚𝐭𝐢𝐬𝐭𝐢𝐜𝐬

Detailed explanations of statistical concepts crucial for machine learning.

https://www.youtube.com/user/joshstarmer

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𝗗𝗲𝗲𝗽 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴:

3𝐁𝐥𝐮𝐞1𝐁𝐫𝐨𝐰𝐧 - 𝐍𝐞𝐮𝐫𝐚𝐥 𝐍𝐞𝐭𝐰𝐨𝐫𝐤𝐬

Explore neural networks with visually engaging and easy-to-understand videos.

https://www.youtube.com/c/3blue1brown

𝐃𝐞𝐞𝐩𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠.𝐀𝐈 - 𝐃𝐞𝐞𝐩 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐒𝐩𝐞𝐜𝐢𝐚𝐥𝐢𝐳𝐚𝐭𝐢𝐨𝐧

Comprehensive deep learning courses by Andrew Ng.

https://www.deeplearning.ai/

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𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝗶𝘀 𝗮𝗻𝗱 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻:

𝐊𝐚𝐠𝐠𝐥𝐞 - 𝐃𝐚𝐭𝐚 𝐕𝐢𝐬𝐮𝐚𝐥𝐢𝐳𝐚𝐭𝐢𝐨𝐧

Learn how to create beautiful data visualizations.

https://www.kaggle.com/learn/data-visualization

𝐃𝐚𝐭𝐚 𝐒𝐜𝐡𝐨𝐨𝐥 - 𝐃𝐚𝐭𝐚 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬 𝐰𝐢𝐭𝐡 𝐏𝐚𝐧𝐝𝐚𝐬

Master data analysis with Python’s Pandas library.

https://www.youtube.com/dataschool

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𝗥𝗲𝗮𝗹-𝗪𝗼𝗿𝗹𝗱 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲:

𝐊𝐚𝐠𝐠𝐥𝐞 - 𝐂𝐨𝐦𝐩𝐞𝐭𝐢𝐭𝐢𝐨𝐧𝐬

Participate in machine learning competitions to apply your knowledge.

https://www.kaggle.com/competitions

𝐃𝐫𝐢𝐯𝐞𝐧𝐃𝐚𝐭𝐚

Machine learning competitions focused on social impact.

https://www.drivendata.org/

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𝗣𝗿𝗼𝗷𝗲𝗰𝘁-𝗕𝗮𝘀𝗲𝗱 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴:

𝐃𝐚𝐭𝐚𝐂𝐚𝐦𝐩 - 𝐏𝐫𝐨𝐣𝐞𝐜𝐭𝐬

Hands-on projects to apply your data science skills.

https://www.datacamp.com/projects

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𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵:

𝐚𝐫𝐗𝐢𝐯

Stay updated with the latest machine learning research papers.

https://arxiv.org/

𝐆𝐨𝐨𝐠𝐥𝐞 𝐒𝐜𝐡𝐨𝐥𝐚𝐫

Search for academic papers and research articles.

https://scholar.google.com/

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400+ 𝐃𝐚𝐭𝐚 𝐒𝐜𝐢𝐞𝐧𝐜𝐞 𝐑𝐞𝐬𝐨𝐮𝐫𝐜𝐞𝐬

https://topmate.io/arif_alam/787013

𝐏𝐫𝐞𝐦𝐢𝐮𝐦 𝐃𝐚𝐭𝐚 𝐒𝐜𝐢𝐞𝐧𝐜𝐞 𝐈𝐧𝐭𝐞𝐫𝐯𝐢𝐞𝐰 𝐑𝐞𝐬𝐨𝐮𝐫𝐜𝐞𝐬

https://topmate.io/arif_alam/798098

45+ 𝐌𝐚𝐭𝐡𝐞𝐦𝐚𝐭𝐢𝐜𝐬 𝐁𝐨𝐨𝐤𝐬 𝐄𝐯𝐞𝐫𝐲 𝐃𝐚𝐭𝐚 𝐒𝐜𝐢𝐞𝐧𝐭𝐢𝐬𝐭 𝐍𝐞𝐞𝐝𝐬

https://topmate.io/arif_alam/952168

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