Mathematical Foundations
0.1.0
Pre-requisite
Linear Algebra
Calculus
Single Variable Calculus
Multivariable Calculus
Analysis
Topological Spaces
Functional Analysis
Probability
Statistics
Optimisation
North Star
Mathematics
Mathematical Foundations
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Calculus
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Calculus
¶
Single Variable Calculus
Metric Topology
Definitions
Open and Closed Balls and Intervals
Limit Point and Closure
Sequence and Convergence
Accumulation Point
Limit Point
Important Theorems
Cauchy convergence
Monotonic Sequences
Functional Limit and Continuity
Continuity
Sequential Continuity
Properties
Continuous Everywhere
Uniform Continuity
Lipschitz Continuity
Differentiation
Differentiation as a rate of change
Differentiation as a linear approximation
Properties
Important Theorems
Boundedness theorem
EVT: Extreme value theorem
Bolzano’s theorem
IVT: Intermediate value theorem
MVT: Mean value theorem
Rolle’s theorem
Application: Local extremum
Critical Point
First derivative test
For critical points
For monotonic functions
Second derivative test
For critical points
Integration
Integration of step functions
Properties
Integration of general function
Properties
Indefinite Integral
Fundamental theorem of calculus
Integration Strategies
Integration by parts
Feynman’s Trick
Integration Bee
Series
Series with Positive Terms
Comparison Tests
Ratio Test
Integral Test
Series with Mixed Terms
Absolute Convergence
Convergence of Alternating Series
Power Series
Root Test
Useful Resources
Multivariable Calculus
Different Forms of Multivariable Functions
Parametric Surface
Scalar field
Vector field
Continuity
Differentiation
Directional Derivative as a rate of change in scalar fields
Partial Derivative
Directional Derivative isn’t sufficient
Example
Total Derivative as a linear approximation in general
Gradient
Jacobian
Differentiability : Continuously Differentiable Functions
Properties
Higher Order Derivative
Higher Order Partial Derivative
Higher Order Total Derivative
Hessian
Laplacian
Application
Normal vector to level sets
Level sets
Local extremum
First Derivative Test
Second Derivative Test
Matrix Calculus: Tricks and Useful Results
Useful Derivatives
Integration
Fubini’s Theorem
Gaussian Integral using Polar Substitute
Useful Resources