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Machine Learning Engineer

payments $110k - $170k schedule 6-12 months bar_chart Beginner

Mathematics for Machine Learning

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Linear Algebra (Matrices, Vectors, Eigenvalues)

library_books Resources:

link 3Blue1Brown Linear Algebra Playlist link Khan Academy Linear Algebra link MIT OpenCourseWare Linear Algebra

Calculus (Derivatives, Gradients, Chain Rule)

library_books Resources:

link 3Blue1Brown Calculus Playlist link Khan Academy Calculus 1 link Paul's Online Math Notes - Calculus

Probability & Statistics

library_books Resources:

link StatQuest YouTube Channel link Khan Academy Probability & Statistics link Think Stats (Free Book)

Optimization Theory

library_books Resources:

link Convex Optimization (Stanford) link Gradient Descent Explained

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