Applied Mathematics
Course Index
90 Lessons · 6 Levels
Complete 90-Lesson Mathematics Roadmap — Algebra, Calculus, Linear Algebra, Probability, Statistics, Optimization, Business Math & Applied Analytics for DS, ML & AI.
90Lessons
6Levels
6Reviews
FreeAccess
Level I
Foundations of Mathematics
Lessons 1–15
Lesson 01
Introduction to Mathematics
Lesson 02
Number Systems
Lesson 03
Fractions & Percentages
Lesson 04
Exponents & Roots
Lesson 05
Order of Operations
Lesson 06
Basic Equations
Lesson 07
Inequalities
Lesson 08
Ratios & Proportions
Lesson 09
Sequences & Patterns
Lesson 10
Basic Geometry
Lesson 11
Coordinate Plane Basics
Lesson 12
Units & Measurements
Lesson 13
Estimation & Approximation
Lesson 14
Basic Word Problems
Lesson 15
Foundations Review Set
Level II
Algebra & Functions
Lessons 16–30
Lesson 16
Introduction to Algebra
Lesson 17
Linear Equations
Lesson 18
Quadratic Equations
Lesson 19
Polynomials
Lesson 20
Graphing Basics
Lesson 21
Functions & Mappings
Lesson 22
Exponential Functions
Lesson 23
Logarithmic Functions
Lesson 24
Systems of Equations
Lesson 25
Inequality Graphs
Lesson 26
Absolute Value Functions
Lesson 27
Piecewise Functions
Lesson 28
Polynomial Graphs
Lesson 29
Function Transformations
Lesson 30
Algebra Review Set
Level III
Calculus Essentials
Lessons 31–45
Lesson 31
Introduction to Limits
Lesson 32
Continuity
Lesson 33
Derivatives Basics
Lesson 34
Rules of Differentiation
Lesson 35
Applications of Derivatives
Lesson 36
Optimization Problems
Lesson 37
Introduction to Integrals
Lesson 38
Integration Techniques
Lesson 39
Area Under Curves
Lesson 40
Rates & Accumulation
Lesson 41
Intro to Multivariable Calculus
Lesson 42
Partial Derivatives
Lesson 43
Gradients in ML
Lesson 44
Optimization in AI
Lesson 45
Calculus Review Set
Level IV
Linear Algebra
Lessons 46–60
Lesson 46
Introduction to Vectors
Lesson 47
Vector Operations
Lesson 48
Introduction to Matrices
Lesson 49
Matrix Operations
Lesson 50
Determinants
Lesson 51
Inverse of Matrices
Lesson 52
Vector Spaces
Lesson 53
Basis & Dimension
Lesson 54
Eigenvalues & Eigenvectors
Lesson 55
Diagonalization
Lesson 56
Projections
Lesson 57
Orthogonality
Lesson 58
SVD Basics
Lesson 59
Linear Algebra in ML
Lesson 60
Linear Algebra Review Set
Level V
Probability & Statistics Math
Lessons 61–75
Lesson 61
Introduction to Probability
Lesson 62
Probability Rules
Lesson 63
Combinatorics
Lesson 64
Random Variables
Lesson 65
Discrete Distributions
Lesson 66
Continuous Distributions
Lesson 67
Expected Value & Variance
Lesson 68
Normal Distribution
Lesson 69
Central Limit Theorem
Lesson 70
Correlation Concepts
Lesson 71
Sampling Methods
Lesson 72
Hypothesis Testing Basics
Lesson 73
Type I & Type II Errors
Lesson 74
Probability in ML
Lesson 75
Probability Review Set
Level VI
Business & Applied Mathematics
Lessons 76–90
Lesson 76
Business Math Basics
Lesson 77
Interest & Growth Rates
Lesson 78
Financial Mathematics
Lesson 79
Discounting & Present Value
Lesson 80
Forecasting Math
Lesson 81
Optimization Methods
Lesson 82
Profit & Break-Even Analysis
Lesson 83
Decision Mathematics
Lesson 84
Math in Business Analytics
Lesson 85
Operations Research Basics
Lesson 86
Linear Programming
Lesson 87
Queuing Theory
Lesson 88
Inventory Models
Lesson 89
Business Statistics Math
Lesson 90
Final Math Review & Exam Prep