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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: Preview
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    Coursera

    GenAI for Azure: AI-Powered Cloud Optimization Strategies

    Skills you'll gain: Microsoft Copilot, Generative AI, Cloud Management, Data Ethics, Microsoft Azure, Responsible AI, Cloud Computing Architecture, OpenAI, Business Process Automation, Cloud Security, Cloud Deployment, Scalability, Azure DevOps, AI Workflows, DevOps, Automation, Artificial Intelligence, Anomaly Detection

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    A

    Amazon Web Services

    Amazon Bedrock Customization, Optimization & Automation

    Skills you'll gain: Amazon Bedrock, LangChain, Generative AI, Artificial Intelligence and Machine Learning (AI/ML), Applied Machine Learning, Prompt Engineering, Transfer Learning, AI Workflows, Model Evaluation, Data Processing

    4.9
    Rating, 4.9 out of 5 stars
    ·
    26 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
    New
    Status: Free Trial
    Free Trial
    P

    Packt

    Scene Optimization, Landscaping, and Final Rendering

    Skills you'll gain: Post-Production, Cinematography, 3D Modeling, Video Production, Image Quality, Layout Design, Color Theory

    Intermediate · Course · 1 - 3 Months

  • Status: New
    New
    Status: Free Trial
    Free Trial
    P

    Packt

    Advanced Git and GitHub – Optimization and Automation

    Skills you'll gain: Continuous Integration, Web Development Tools, Application Deployment, React.js, Hypertext Markup Language (HTML)

    Intermediate · Course · 1 - 3 Months

  • Status: Free
    Free
    T

    The Chinese University of Hong Kong

    离散优化建模基础篇 Basic Modeling for Discrete Optimization

    Skills you'll gain: Applied Mathematics, Operations Research, Mathematical Modeling, Enterprise Modeling, Network Model, Statistical Modeling, Combinatorics, Functional Design, Mathematical Software, Computational Thinking, Graph Theory, Algorithms, Data Structures, Debugging

    4.8
    Rating, 4.8 out of 5 stars
    ·
    36 reviews

    Intermediate · Course · 1 - 4 Weeks

  • C

    Coursera

    ML Parameters Optimization: GridSearch, Bayesian, Random

    Skills you'll gain: Model Evaluation, Scikit Learn (Machine Learning Library), Regression Analysis, Performance Tuning, Applied Machine Learning, Machine Learning Methods, Machine Learning, Bayesian Statistics, Data Analysis

    4.9
    Rating, 4.9 out of 5 stars
    ·
    8 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Status: Free
    Free
    D

    DeepLearning.AI

    Retrieval Optimization: Tokenization to Vector Quantization

    Skills you'll gain: Embeddings, Retrieval-Augmented Generation, Vector Databases, Text Mining, Large Language Modeling, Performance Tuning

    Beginner · Project · Less Than 2 Hours

  • C

    Coursera

    Optimization with Next.js: Build a Product Portfolio Website

    Skills you'll gain: Frontend Performance, React.js, JavaScript Frameworks, Front-End Web Development, HTML and CSS, Web Development, Web Design, Cascading Style Sheets (CSS), Microsoft Visual Studio

    Intermediate · Guided Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    U

    University of Glasgow

    Evolutionary Computation and its Applications

    Skills you'll gain: Engineering Practices, Engineering Calculations, Engineering Analysis, Engineering, Applied Mathematics

    5
    Rating, 5 out of 5 stars
    ·
    29 reviews

    Beginner · Course · 1 - 4 Weeks

  • C

    Coursera

    Supply Chain Network Optimization Using MILP on RStudio

    Skills you'll gain: Operations Research, Supply Chain, Supply Chain Management, Supply Chain Planning, Operational Analysis, Process Improvement and Optimization, Capacity Planning, Production Planning, Data Analysis, R Programming

    4.4
    Rating, 4.4 out of 5 stars
    ·
    13 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • 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

  • Status: Free
    Free
    D

    DeepLearning.AI

    Prompt Compression and Query Optimization

    Skills you'll gain: Retrieval-Augmented Generation, Vector Databases, Prompt Engineering, MongoDB, Query Languages, Metadata Management, Performance Tuning, Embeddings, Data Pipelines

    Intermediate · Project · Less Than 2 Hours

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

  • GenAI for Azure: AI-Powered Cloud Optimization Strategies: Coursera
  • Amazon Bedrock Customization, Optimization & Automation: Amazon Web Services
  • Scene Optimization, Landscaping, and Final Rendering: Packt
  • Advanced Git and GitHub – Optimization and Automation: Packt
  • 离散优化建模基础篇 Basic Modeling for Discrete Optimization: The Chinese University of Hong Kong
  • ML Parameters Optimization: GridSearch, Bayesian, Random: Coursera
  • Retrieval Optimization: Tokenization to Vector Quantization: DeepLearning.AI
  • Optimization with Next.js: Build a Product Portfolio Website: Coursera
  • Evolutionary Computation and its Applications: University of Glasgow
  • Supply Chain Network Optimization Using MILP on RStudio: Coursera

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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