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Optimization Courses

Optimization courses can help you learn techniques for improving performance, resource allocation, and decision-making processes. You can build skills in linear programming, heuristic methods, and simulation modeling, that support analyzing complex systems. Many courses introduce tools like Excel Solver, MATLAB, and Python libraries such as SciPy, enabling you to apply optimization methods to real-world problems in logistics, finance, and operations management.


Popular Optimization Courses and Certifications


  • Status: Free
    Free
    C

    Coursera

    Data Validation with Alteryx: Testing and Optimization Tools

    Skills you'll gain: Data Validation, Data Cleansing, Alteryx, Data Quality, Microsoft Excel, Data Integrity, Data Integration, Data Import/Export, Data Loss Prevention, Anomaly Detection

    Intermediate · Guided Project · Less Than 2 Hours

  • G

    Google Cloud

    Performance and Cost Optimization with BigQuery

    Skills you'll gain: Performance Tuning, Database Management, Star Schema, Dashboard, Data Management, Cloud Storage, Data Storage

    Beginner · Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    N

    National Taiwan University

    Operations Research (3): Theory

    Skills you'll gain: Operations Research, Network Model, Applied Machine Learning, Case Studies, Applied Mathematics, Mathematical Modeling, Transportation Operations, Business Analytics, Advanced Mathematics, Linear Algebra, Algorithms

    4.9
    Rating, 4.9 out of 5 stars
    ·
    95 reviews

    Advanced · Course · 1 - 3 Months

  • G

    Google Cloud

    GKE Workload Optimization

    Skills you'll gain: Kubernetes, Load Balancing, Google Cloud Platform, Containerization, DevOps, Performance Testing, Application Performance Management, Cloud Infrastructure, Configuration Management

    Intermediate · Project · Less Than 2 Hours

  • Status: Free
    Free
    G

    Google Cloud

    Cost Optimization and Data Tiering with BigLake and Cloud Storage

    Skills you'll gain: Cloud Storage, Google Cloud Platform, Cloud Management, Data Lakes, Data Import/Export, Data Storage, Big Data, Data Migration

    Beginner · Project · Less Than 2 Hours

  • Status: Free
    Free
    É

    École normale supérieure

    Approximation Algorithms Part I

    Skills you'll gain: Theoretical Computer Science, Combinatorics, Algorithms, Graph Theory, Computational Thinking, Mathematical Modeling, Probability

    4.7
    Rating, 4.7 out of 5 stars
    ·
    556 reviews

    Mixed · Course · 1 - 3 Months

  • C

    Coursera

    Job Shop Scheduling Using MILP Optimization on RStudio

    Skills you'll gain: R Programming, R (Software), Analysis, Mathematical Software, Data Analysis

    Intermediate · Guided Project · Less Than 2 Hours

  • Status: Preview
    Preview
    N

    Northeastern University

    Foundations of Statistical Learning & Algorithms

    Skills you'll gain: Model Evaluation, Linear Algebra, Statistical Machine Learning, Probability, Bayesian Statistics, Probability Distribution, Mathematical Modeling, Machine Learning, Applied Mathematics, Statistical Inference, Dimensionality Reduction, Algebra

    Mixed · Course · 1 - 4 Weeks

  • C

    Coursera

    Hyperparameter Tuning with Keras Tuner

    Skills you'll gain: Keras (Neural Network Library), Artificial Neural Networks, Applied Machine Learning, Deep Learning, Python Programming, Performance Tuning, Machine Learning Algorithms, Machine Learning

    4.6
    Rating, 4.6 out of 5 stars
    ·
    70 reviews

    Intermediate · Guided Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    A

    Arizona State University

    Response Surfaces, Mixtures, and Model Building

    Skills you'll gain: Regression Analysis, Experimentation, Statistical Methods, Statistical Analysis, Statistical Modeling, Research Design, Mathematical Modeling, Analysis, Model Evaluation

    4.7
    Rating, 4.7 out of 5 stars
    ·
    67 reviews

    Intermediate · Course · 1 - 4 Weeks

  • G

    Google Cloud

    Exploring Cost-optimization for GKE Virtual Machines

    Skills you'll gain: Cloud Deployment, Scalability, Virtual Machines, Kubernetes, Google Cloud Platform, Cloud Management, Load Balancing, Capacity Management, Network Architecture

    Intermediate · Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    I

    IBM

    Intermediate Web and Front-End Development

    Skills you'll gain: Webpack, Frontend Performance, Search Engine Optimization, Web Development Tools, Web Analytics and SEO, Performance Tuning, Build Tools, Debugging, Web Development, Software Testing, Front-End Web Development, Test Automation, WordPress, Javascript

    4.5
    Rating, 4.5 out of 5 stars
    ·
    37 reviews

    Intermediate · Course · 1 - 3 Months

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1…8910…83

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

  • Data Validation with Alteryx: Testing and Optimization Tools: Coursera
  • Performance and Cost Optimization with BigQuery: Google Cloud
  • Operations Research (3): Theory: National Taiwan University
  • GKE Workload Optimization: Google Cloud
  • Cost Optimization and Data Tiering with BigLake and Cloud Storage: Google Cloud
  • Approximation Algorithms Part I: École normale supérieure
  • Job Shop Scheduling Using MILP Optimization on RStudio: Coursera
  • Foundations of Statistical Learning & Algorithms: Northeastern University
  • Hyperparameter Tuning with Keras Tuner: Coursera
  • Response Surfaces, Mixtures, and Model Building: Arizona State University

Skills you can learn in Algorithms

Graphs (22)
Mathematical Optimization (21)
Computer Program (20)
Data Structure (19)
Problem Solving (19)
Algebra (12)
Computer Vision (10)
Discrete Mathematics (10)
Graph Theory (10)
Image Processing (10)
Linear Algebra (10)
Reinforcement Learning (10)

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