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Math for CS and AI
Notes
Calculus
Single Variable Calculus
Real Numbers and Limits of Sequences
Continuity of Functions
Derivatives and Differentials of Functions
Indefinite Integrals
Definite Integral
Ordinary Differential Equations
Multivariable Calculus
Limits and Continuity of Multivariate Functions
Differential of Multivariable Functions
Implicit Function and Inverse Mapping Theorem
Integrals with Parameters and Improper Integrals
Multiple Integrals
Integration of Functions on Curves and Surfaces
Calculus of Vector Fields
Series
Series of Functions and Power Series
Fourier Series
Math for CS and AI
Discrete Probability
Sampling and Concentration
Generating Functions
Continuous Probability
Central Limit Theorem
Optimization
Continuous Approximations
General Physics
Mechanics and Thermal Physics
Kinematics
Newton’s Laws
Momentum
Energy and Work
Angular Momentum
Collision Theory
Rigid Body
Oscillation
Waves
Lagrangian and Hamiltonian Mechanics
Special Relativity
Temperature, Heat, and the First Law of Thermodynamics
Kinetic Theory of Gases
Second Law of Thermodynamics
Statistical Mechanics
Deep Learning
Supervised Learning
Energy-Based Model
Generative Adversarial Network
Normalizing Flow & Variational Autoencoder
Diffusion Models & Flow Matching
Sequence Modeling
Notes
Math for CS and AI
Math for CS & AI
本界面梳理了
计算机与人工智能应用数学
相关知识 (其实大部分都是 Probability), 希望对你能有所启发。
Fourier Series
Discrete Probability