Li, Tianhui MichaelBishop, Allison
Mathematics for Machine Learning is a specialisation in which you will master the fundamental mathematical toolkit for machine learning: calculus, linear algebra, statistics, and probability. - david-palma/mathematics-for-machine-learning
Exercises and Problems in Calculus A ProblemText in Advanced Calculus [pdf] Exercises and Problems in Linear Algebra Companion to Real Analysis Functional Analysis and Operator Algebras: An Introduction [pdf] The Lost Art of Logarithms by Charles Petzold The Matrix Cookbook by Kaare Brandt Petersen...
I think the Math curriculum could also have more advanced course offerings in senior year, such as Multivariable Calculus, a fixed Linear Algebra course, and a rigorous proof-based course (in addition to Topics in Mathematics, which is a great elective.)...
A conventional wisdom in numerical analysis is that it is harder to compute the condition number of a given problem instance than solving the problem itself [38,39]. This viewpoint led Smale to initiate the study of the probability distribution of condition numbers: If the condition number is ...
I think the Math curriculum could also have more advanced course offerings in senior year, such as Multivariable Calculus, a fixed Linear Algebra course, and a rigorous proof-based course (in addition to Topics in Mathematics, which is a great elective.)...
Machine learning is hard but no harder than other technical skills like programming. It takes persistence and dedication. It’s applied and empirical and demands trial and error. I can’t get into machine learning because… …I feel overwhelmed …I don’t understand x …I will never be as ...
aPreparation for the program should include a thorough knowledge of linear algebra (through the level of MATH V2020 at Columbia) and advanced calculus (through the level of MATH V1201). Experience in theoretical or applied probability and statistics is advantageous. Familiarity with computer programmin...
This is a harder problem than it seems – Shakespeare has become so venerable with historical hindsight that maybe nobody would acknowledge a Shakespeare-level master today even if they existed – but still, a hundred Shakespeares? If we look at some measure of great works of art per era, ...
Reading through the referenced posts will give you a very basic introduction to quantum mechanics - algebra is involved, but no calculus - by which you may nonetheless gain an understanding sufficient tosee, and not just be told, that the modern case for many-worlds has becomeoverwhelming.Not ...