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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


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    T

    The Hong Kong University of Science and Technology

    Calculus for Engineers

    Skills you'll gain: Calculus, Numerical Analysis, Integral Calculus, Engineering Calculations, Applied Mathematics, Differential Equations, Algebra, Trigonometry, Physics, Mathematical Theory & Analysis, Derivatives

    4.9
    Rating, 4.9 out of 5 stars
    ·
    35 reviews

    Beginner · Course · 1 - 3 Months

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    Birla Institute of Technology & Science, Pilani

    Algorithm Design: Mastering Computational Problem Solving

    Skills you'll gain: Computer Science, Computer Programming, Solution Design, Problem Solving, Mathematical Theory & Analysis

    Build toward a degree

    Beginner · Course · 1 - 3 Months

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    C

    Caltech

    Pricing Options with Mathematical Models

    Skills you'll gain: Derivatives, Financial Market, Securities (Finance), Finance, Risk Modeling, Mathematical Modeling, Financial Modeling, Risk Management, Probability, Advanced Mathematics, Differential Equations, Applied Mathematics, Calculus

    4.7
    Rating, 4.7 out of 5 stars
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    40 reviews

    Intermediate · Course · 1 - 3 Months

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    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
    Rating, 4.4 out of 5 stars
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    45 reviews

    Intermediate · Course · 1 - 3 Months

  • Status: Free Trial
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    Microsoft

    Data Processing and Optimization with Generative AI

    Skills you'll gain: Data Ethics, Generative AI, Microsoft Copilot, Data Quality, Responsible AI, Generative Adversarial Networks (GANs), Data Preprocessing, Data Cleansing, Generative Model Architectures, Data Processing, Data Synthesis, Data Integrity, Feature Engineering, Information Privacy

    3.8
    Rating, 3.8 out of 5 stars
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    32 reviews

    Intermediate · Course · 1 - 3 Months

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    U

    University of Colorado Boulder

    Dynamic Programming, Greedy Algorithms

    Skills you'll gain: Theoretical Computer Science, Algorithms, Computational Thinking, Data Structures, Design Strategies, Quantum computing, Computer Science, Applied Mathematics, Python Programming, Analysis

    Build toward a degree

    4.6
    Rating, 4.6 out of 5 stars
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    267 reviews

    Advanced · Course · 1 - 4 Weeks

  • Status: Free Trial
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    D

    DeepLearning.AI

    Linear Algebra for Machine Learning and Data Science

    Skills you'll gain: Linear Algebra, Dimensionality Reduction, Mathematical Software, Machine Learning Methods, Data Transformation, Data Manipulation, Applied Mathematics, Machine Learning, Python Programming, Algebra, Image Analysis

    4.6
    Rating, 4.6 out of 5 stars
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    2.3K reviews

    Intermediate · Course · 1 - 4 Weeks

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    J

    Johns Hopkins University

    Precalculus: Mathematical Modeling

    Skills you'll gain: Data Literacy, Data Analysis, Applied Mathematics, Mathematical Modeling, Data Modeling, Systems Of Measurement, Correlation Analysis, Regression Analysis, Trigonometry

    4.8
    Rating, 4.8 out of 5 stars
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    97 reviews

    Beginner · Course · 1 - 4 Weeks

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    C

    Coursera

    Optimizing Models for Production

    Skills you'll gain: Model Optimization, Token Optimization, Model Deployment, Generative AI, Performance Tuning, Model Evaluation, Performance Testing, Cross Platform Development, PyTorch (Machine Learning Library), Memory Management, Development Environment, Hardware Architecture, Scalability

    Intermediate · Course · 1 - 4 Weeks

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    U

    University of Huddersfield

    Differential Equations & Advanced Applications

    Skills you'll gain: Calculus, Advanced Mathematics, Differential Equations, Applied Mathematics, Model Optimization, Mathematical Theory & Analysis, Mathematical Modeling, Analytical Skills, Engineering Analysis, Derivatives

    Intermediate · Course · 1 - 4 Weeks

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    Coursera

    Optimize ML Models: Hyperparameter Tuning

    Skills you'll gain: Model Optimization, Model Training, Model Evaluation, Performance Tuning, Applied Machine Learning, Scikit Learn (Machine Learning Library), Machine Learning Methods, Machine Learning Algorithms

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    D

    DeepLearning.AI

    Calculus for Machine Learning and Data Science

    Skills you'll gain: Model Optimization, Machine Learning Methods, Applied Mathematics, Calculus, Applied Machine Learning, Numerical Analysis, Machine Learning Software, Machine Learning, Data Visualization, Python Programming, Artificial Neural Networks, Deep Learning, Computer Programming, Derivatives

    4.8
    Rating, 4.8 out of 5 stars
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    963 reviews

    Intermediate · Course · 1 - 4 Weeks

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In summary, here are 10 of our most popular mathematical optimization courses

  • Calculus for Engineers: The Hong Kong University of Science and Technology
  • Algorithm Design: Mastering Computational Problem Solving: Birla Institute of Technology & Science, Pilani
  • Pricing Options with Mathematical Models: Caltech
  • Computational Methods in Pricing and Model Calibration: Columbia University
  • Data Processing and Optimization with Generative AI: Microsoft
  • Dynamic Programming, Greedy Algorithms: University of Colorado Boulder
  • Linear Algebra for Machine Learning and Data Science: DeepLearning.AI
  • Precalculus: Mathematical Modeling: Johns Hopkins University
  • Optimizing Models for Production: Coursera
  • Differential Equations & Advanced Applications: University of Huddersfield

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