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Math and Machine Learning Resources for Self Learner

Linear Algebra

Textbook: Linear Algebra Done Right (Edition 3)
Selected Exercises: Berkeley Math 110
Solutions: Link

Textbook: Linear Algebra Done Wrong

Probability

Introduction to Probability
https://ocw.mit.edu/resources/res-6-012-introduction-to-probability-spring-2018/ and
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041-probabilistic-systems-analysis-and-applied-probability-fall-2010/

Machine Learnings

Cornell CS4780 Machine Learning for Decision Making
YouTube: https://www.youtube.com/channel/UC7p_I0qxYZP94vhesuLAWNA/playlists
Course webpage: https://www.cs.cornell.edu/courses/cs4780/2018fa/
Course note: https://www.cs.cornell.edu/courses/cs4780/2018fa/lectures/

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Bayes’ Rule Demystified: Five Intuitive Perspectives

Bayes’ Rule Demystified: Five Intuitive Perspectives

Example Consider the following scenario: * The probability that a person has a disease is 0.01. * The probability that a person with the disease tests positive is 0.90. * The probability that a person without the disease tests positive is 0.10. Question: What is the probability that a person

[Write to Learn Series] The Heart and Soul Of Linear Algebra: Replacement Theorem

I am self-studying Linear Algebra following the book Linear Algebra by Stephen H. Friedberg and the syllabus Math 340: Abstract Linear Algebra from the University of Washington. In particular, I found that the proof of the Replacement Theorem is difficult. I want to share some of my experience and resources

My 2.5 and Counting Years in Consumer Loan Credit Risk Management

Introduction: Have you ever considered the intricate balance between risk and reward in the financial world? My journey in credit risk management, particularly in managing the “Buy Now, Pay Later” (BNPL) portfolios across Indonesia, Malaysia, Philippines, Vietnam, and Brazil, has been a revelation in this regard. In my 2.5

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