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This blog will guide you how to get really good in NLP and LLMs in much detail and resources attached.

Step 1 - Math

You need to be good at math, especially a few subjects.

Probability and Statistics

• Sheldon Ross - https://faculty.ksu.edu.sa/sites/default/files/introduction-to-probability-model-s.ross-math-cs.blog_.ir_.pdf
• MIT 6.041 - https://www.youtube.com/playlist?list=PLUl4u3cNGP61MdtwGTqZA0MreSaDybji8
• My Course (Optional) - https://www.youtube.com/playlist?list=PLP4z5NyCkiNQGaQDZRusNmF82zEQHmAGp

Calculus

• MIT 18.01 - https://www.youtube.com/playlist?list=PL590CCC2BC5AF3BC1
• MIT 18.02 - https://www.youtube.com/playlist?list=PL4C4C8A7D06566F38

Linear Algebra

• Gilbert Strang - https://www.youtube.com/playlist?list=PL49CF3715CB9EF31D

Information Theory (Optional)

• MIT - https://www.youtube.com/playlist?list=PLruBu5BI5n4aFpG32iMbdWoRVAA-Vcso6

Step 2 - Python

You need a language to code your scripts in, so we learn python

Beginner Level

• Learn Python - https://www.learnpython.org/
• Replit Course - https://replit.com/learn/100-days-of-python