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Learning Resources

Jun 20, 20251 min read

  • education
  • links
  • ai/ml
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Resources

Books

An introduction to Statistical Learning Understanding Deep Learning Probabilistic Machine Learning Deep Learning Foundations Intro to Statistical Learning https://www.thelmbook.com/

Courses

Deeplearning.ai - Should do this after machine learning coursera Coursera: Andrew Ng, Machine Learning Specialization

  • Supervised Machine Learning
  • Advanced Learning Algorithms
  • Unsupervised Machine Learning Coursera: Mathematics for Machine Learning and Data Science Hugging Face: Transformers FastAI: Practical Deep Learning for Coders NPTEL Google ML Courses

Blogs/Forums

fast.ai

Youtube Videos/Lectures

Standford: Building LLMs

Academia

CSMC:422 - Intro to Machine Learning (UMD)

Math

3Blue1Brown: Linear Algebra Linear Algebra Review and Reference Review of Probability Theory


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