Mathematical Optimization Courses
Mathematical optimization courses can help you learn linear programming, integer programming, and nonlinear optimization techniques. You can build skills in formulating optimization problems, analyzing constraints, and applying algorithms to find optimal solutions. Many courses introduce tools like Python, R, and MATLAB, which are used to implement optimization models and analyze data effectively.
Popular Mathematical Optimization Courses and Certifications
Johns Hopkins University
Skills you'll gain: Integral Calculus, Calculus, Mathematical Theory & Analysis, Advanced Mathematics, Applied Mathematics, Graphing, Scientific Visualization, Mathematical Modeling, Spatial Data Analysis, Geometry
University of London
Skills you'll gain: Arithmetic, Applied Mathematics, Computer Science, General Mathematics, Numerical Analysis, Mathematical Modeling, Algebra, Cryptography, Logical Reasoning, Geometry, Deductive Reasoning
The Hong Kong University of Science and Technology
Skills you'll gain: Matlab, Numerical Analysis, Mathematical Software, Linear Algebra, Differential Equations, Applied Mathematics, Simulation and Simulation Software, Computational Thinking, Integral Calculus, Scripting, Simulations, Calculus, Plot (Graphics), Algorithms
The University of Sydney
Skills you'll gain: Linear Algebra, Markov Model, Geometry, Arithmetic, Algebra, General Mathematics, Advanced Mathematics, Mathematics and Mathematical Modeling, Applied Mathematics
University of Minnesota
Skills you'll gain: Operations Research, Supply Chain Planning, Supply Chain, Transportation, Supply Chain, and Logistics, Workforce Management, Resource Planning, Business Analytics, Applied Mathematics, Mathematical Modeling, Manufacturing Operations, Operations Management, Workforce Planning, Financial Modeling, Inventory Control, Business Analysis, Microsoft Excel, Production Process, Resource Allocation, Analytics, Cash Management
Birla Institute of Technology & Science, Pilani
Skills you'll gain: Integral Calculus, Trigonometry, Engineering Analysis, Linear Algebra, Calculus, Advanced Mathematics, Differential Equations, Mathematical Modeling, Mathematical Theory & Analysis, Applied Mathematics, Engineering, Algebra, Derivatives
University of California San Diego
Skills you'll gain: Logical Reasoning, Computational Logic, Deductive Reasoning, Computational Thinking, Theoretical Computer Science, Combinatorics, Algorithms, Programming Principles, Python Programming, Computer Programming, Applied Mathematics
University of Colorado Boulder
Skills you'll gain: Theoretical Computer Science, Algorithms, Computational Thinking, Data Structures, Design Strategies, Quantum computing, Applied Mathematics, Python Programming, Analysis
Columbia University
Skills you'll gain: Regression Analysis, Derivatives, Financial Market, Statistical Methods, Market Data, Financial Modeling, Securities (Finance), Mathematical Modeling, Numerical Analysis, Equities, Model Optimization, Python Programming, Algorithms, Case Studies
Skills you'll gain: Model Optimization, Model Training, Model Evaluation, Performance Tuning, MLOps (Machine Learning Operations), Applied Machine Learning, Scikit Learn (Machine Learning Library), Machine Learning Methods, Machine Learning Algorithms
The Chinese University of Hong Kong
Skills you'll gain: Model Optimization, Operations Research, Applied Mathematics, Algorithms, Numerical Analysis, Mathematical Modeling, Combinatorics, Computational Logic, Performance Tuning, Programming Principles, Theoretical Computer Science, Linear Algebra
University of Michigan
Skills you'll gain: Artificial Intelligence and Machine Learning (AI/ML), AI Enablement, AI powered creativity, Generative AI, AI literacy, Artificial Intelligence, Model Optimization, Machine Learning Methods, Machine Learning, Applied Machine Learning
In summary, here are 10 of our most popular mathematical optimization courses
- Calculus through Data & Modelling: Vector Calculus:Â Johns Hopkins University
- Mathematics for Computer Science:Â University of London
- Numerical Methods for Engineers:Â The Hong Kong University of Science and Technology
- Introduction to Linear Algebra:Â The University of Sydney
- Advanced Models for Decision Making:Â University of Minnesota
- Basic Engineering Mathematics:Â Birla Institute of Technology & Science, Pilani
- Mathematical Thinking in Computer Science:Â University of California San Diego
- Dynamic Programming, Greedy Algorithms:Â University of Colorado Boulder
- Computational Methods in Pricing and Model Calibration:Â Columbia University
- Optimize ML Models: Hyperparameter Tuning:Â Coursera
