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Param Profile picture
Param
@ParamSiddh
Jun 28 • 5 tweets • 1 min read
If I had to learn Math for Machine Learning from scratch, this is the roadmap I would follow: 1. Linear Algebra

These are non-negotiables:

• Vectors
• Matrices
• Equations
• Factorizations
• Matrices and graphs
• Linear transformations
• Eigenvalues and eigenvectors

Now you've learned how to represent and transform data.
Jun 25 • 11 tweets • 4 min read
1) I switched to AI Engineering 1 years ago!
It was the best career move I ever made.

If you want to start today, here's a roadmap: 1) Master Python

While many are busy vibe coding, those with strong coding fundamentals will always stand out.

Python is the language AI community speaks, and Harvard's CS50p is the best place to learn it.
pll.harvard.edu/course/cs50s-i…