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  • Mathematical Optimization

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


  • C

    Coursera

    Systematic ML Optimization

    Skills you'll gain: MLOps (Machine Learning Operations), Model Evaluation, Model Training, Model Optimization, Configuration Management, Image Analysis, Debugging, Data Presentation, Experimentation, Computer Vision, Data Visualization, Deep Learning, Algorithms, Performance Tuning, Tensorflow, Failure Mode And Effects Analysis, Root Cause Analysis, Cost Management, Machine Learning, Performance Analysis

    Intermediate · Specialization · 3 - 6 Months

    Status: Free Trial
    Free Trial
  • U

    University of Pittsburgh

    Mathematical Foundations for Data Science and Analytics

    Skills you'll gain: Statistical Analysis, NumPy, Probability Distribution, Matplotlib, Plot (Graphics), Statistics, Data Science, Probability & Statistics, Probability, Statistical Modeling, Predictive Modeling, Data Analysis, Linear Algebra, Predictive Analytics, Statistical Methods, Mathematics and Mathematical Modeling, Applied Mathematics, Python Programming, Machine Learning, Logical Reasoning

    ★ 3.6 (13) · Beginner · Specialization · 1 - 3 Months

    Status: Free Trial
    Free Trial
  • T

    The Chinese University of Hong Kong

    Advanced Modeling for Discrete Optimization

    Skills you'll gain: Model Optimization, Debugging, Mathematical Modeling, Operations Research, Computational Logic, Code Reusability, Algorithms, Geometry

    ★ 4.9 (143) · Intermediate · Course · 1 - 3 Months

    Category: Free
    Free
  • N

    National Taiwan University

    Operations Research (3): Theory

    Skills you'll gain: Operations Research, Network Model, Statistical Machine Learning, Case Studies, Applied Mathematics, Mathematical Modeling, Machine Learning, Model Optimization, Mathematical Theory & Analysis, Transportation Operations, Business Analytics, Linear Algebra, Resource Allocation, Classification Algorithms, Algorithms

    ★ 4.9 (97) · Advanced · Course · 1 - 3 Months

    Status: Free Trial
    Free Trial
  • U

    University of Colorado Boulder

    Approximation Algorithms and Linear Programming

    Skills you'll gain: Operations Research, Algorithms, Graph Theory, Network Model, Combinatorics, Mathematical Software, Mathematical Modeling, Theoretical Computer Science, Model Optimization, Python Programming

    ★ 4.8 (62) · Advanced · Course · 1 - 4 Weeks

    Status: Free Trial
    Free Trial
    Category: Build toward a degree
    Build toward a degree
  • J

    Johns Hopkins University

    Calculus through Data & Modelling: Vector Calculus

    Skills you'll gain: Integral Calculus, Calculus, Mathematical Theory & Analysis, Advanced Mathematics, Applied Mathematics, Graphing, Scientific Visualization, Mathematical Modeling, Spatial Data Analysis, Geometry

    ★ 4.7 (52) · Intermediate · Course · 1 - 4 Weeks

    Status: Free Trial
    Free Trial
  • C

    Coursera

    Deep Learning Model Engineering and Optimization

    Skills you'll gain: Model Optimization, Deep Learning, PyTorch (Machine Learning Library), Model Training, Model Deployment, AI Workflows, Convolutional Neural Networks, Machine Learning Methods, Model Evaluation, Applied Machine Learning, Performance Tuning, Network Model, Artificial Neural Networks, Technical Communication

    Intermediate · Course · 1 - 3 Months

    Category: New
    New
    Status: Free Trial
    Free Trial
  • C

    Coursera

    Advanced Optimization & Experimental Design

    Skills you'll gain: Marketing Analytics, A/B Testing, Data-Driven Marketing, Google Analytics, Conversion Funnel Analysis, Web Analytics, Marketing Effectiveness, Financial Forecasting, Forecasting, Campaign Management, Marketing Strategies, Demand Planning, Marketing Budgets, Analytics, Campaign Planning, Stakeholder Communications, Statistical Reporting, Budgeting, Statistical Analysis, Data Quality

    Beginner · Course · 1 - 3 Months

    Category: New
    New
    Status: Free Trial
    Free Trial
  • A

    Arizona State University

    Design of Experiments

    Skills you'll gain: Experimentation, Sample Size Determination, Research Design, Regression Analysis, Statistical Analysis, Science and Research, Scientific Methods, Statistical Methods, Data Analysis Software, Model Optimization, Statistical Software, Mathematical Software, Design Strategies, Sampling (Statistics), Simulations, Probability & Statistics, Statistical Modeling, Statistical Inference, Mathematical Modeling, Statistical Hypothesis Testing

    ★ 4.7 (389) · Beginner · Specialization · 3 - 6 Months

    Status: Free Trial
    Free Trial
  • N

    National Taiwan University

    Operations Research (4): Capstone Project

    Skills you'll gain: Report Writing, Operations Research, Research Reports, Applied Mathematics, Mathematical Modeling, Algorithms, Operational Analysis, Model Optimization, Business Modeling, Process Optimization, Project Design, Business Operations, Data Visualization, Complex Problem Solving, Decision Making, Performance Metric, Business Analytics

    Advanced · Course · 1 - 4 Weeks

    Status: Free Trial
    Free Trial
  • I

    Imperial College London

    Mathematics for Machine Learning: Multivariate Calculus

    Skills you'll gain: Regression Analysis, Calculus, Model Optimization, Mathematical Software, Machine Learning Methods, Numerical Analysis, Applied Machine Learning, Applied Mathematics, Linear Algebra, Artificial Neural Networks, Deep Learning, Mathematical Theory & Analysis, Derivatives

    ★ 4.7 (5.8K) · Beginner · Course · 1 - 3 Months

    Status: Free Trial
    Free Trial
  • C

    Columbia University

    Computational Methods in Pricing and Model Calibration

    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

    ★ 4.4 (46) · Intermediate · Course · 1 - 3 Months

    Status: Free Trial
    Free Trial
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In summary, here are 10 of our most popular mathematical optimization courses

  • Systematic ML Optimization: Coursera
  • Mathematical Foundations for Data Science and Analytics: University of Pittsburgh
  • Advanced Modeling for Discrete Optimization: The Chinese University of Hong Kong
  • Operations Research (3): Theory: National Taiwan University
  • Approximation Algorithms and Linear Programming: University of Colorado Boulder
  • Calculus through Data & Modelling: Vector Calculus: Johns Hopkins University
  • Deep Learning Model Engineering and Optimization: Coursera
  • Advanced Optimization & Experimental Design: Coursera
  • Design of Experiments: Arizona State University
  • Operations Research (4): Capstone Project: National Taiwan University

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