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  • Optimization

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


  • A

    Alberta Machine Intelligence Institute

    Machine Learning: Algorithms in the Real World

    Skills you'll gain: Supervised Learning, Data Preprocessing, Feature Engineering, Model Optimization, Responsible AI, Machine Learning Algorithms, Data Ethics, Applied Machine Learning, Model Evaluation, Data Quality, Machine Learning Methods, Classification Algorithms, Model Training, MLOps (Machine Learning Operations), Model Deployment, Jupyter, Statistical Machine Learning, Data Validation, Machine Learning, Project Management

    4.6 stars, 1.1K reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.6 (1.1K) · Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • C

    Coursera

    Build a Machine Learning Web App with Streamlit and Python

    Skills you'll gain: Machine Learning Algorithms, Dashboard Creation, Classification Algorithms, Interactive Data Visualization, Data Visualization Software, Model Evaluation, Applied Machine Learning, Machine Learning, Scikit Learn (Machine Learning Library), Plot (Graphics), Web Applications, Logistic Regression, Predictive Modeling, Model Training, Data Science, Python Programming, Fine-tuning, Model Optimization, Pandas (Python Package)

    4.7 stars, 419 reviews, Intermediate, Guided Project, Less Than 2 Hours

    ★ 4.7 (419) · Intermediate · Guided Project · Less Than 2 Hours

  • I

    IESE Business School

    Operations Management

    Skills you'll gain: Operations Management, Process Improvement, Performance Improvement, Process Improvement and Optimization, Process Design, Process Analysis, Operations, Business Process Improvement, Administration, Inventory Management, Process Management, Business Operations, Operational Analysis, Organizational Strategy, Operational Efficiency, Operational Performance Management, Workflow Management, Strategic Decision-Making, Inventory Control, Capacity Management

    4.7 stars, 52 reviews, Intermediate, Course, 1 - 4 Weeks

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

    Category: Preview
    Preview
  • P

    Pontificia Universidad Católica de Chile

    Análisis de Sistemas de Transporte

    Skills you'll gain: Transportation Operations, Transportation Management, Traffic Flow Optimization, Network Analysis, Operations Research, Systems Analysis, Policy Analysis, Program Evaluation, Demand Planning, Mathematical Modeling, Econometrics, Markov Model, Cost Benefit Analysis, Statistical Modeling, Social Impact, Decision Making

    4.7 stars, 784 reviews, Mixed, Course, 1 - 3 Months

    ★ 4.7 (784) · Mixed · Course · 1 - 3 Months

    Category: Preview
    Preview
  • S

    Stanford Online

    Probabilistic Graphical Models 3: Learning

    Skills you'll gain: Bayesian Network, Applied Machine Learning, Machine Learning Algorithms, Bayesian Statistics, Machine Learning Methods, Markov Model, Statistical Machine Learning, Machine Learning, Network Model, Unsupervised Learning, Statistical Modeling, Model Training, Probability Distribution, Model Optimization, Statistical Methods, Probability & Statistics, Algorithms

    4.6 stars, 305 reviews, Advanced, Course, 1 - 3 Months

    ★ 4.6 (305) · Advanced · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • G

    Google Cloud

    Build and Modernize Applications With Generative AI

    Skills you'll gain: Prompt Patterns, Prompt Engineering Tools, LangChain, Generative AI, Generative Model Architectures, Embeddings, AI Workflows, Model Optimization, Serverless Computing, Agentic Workflows, Systems Development Life Cycle, AI Orchestration, Cloud Development, Development Testing, AI Personalization, AI Enablement, AI Integrations, Application Development, AI Security, Tool Calling

    4.2 stars, 55 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.2 (55) · Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • T

    The University of Tokyo

    Let’s Read! Learning Japanese through Science & Technology-1

    Skills you'll gain: Oral Comprehension, Traffic Flow Optimization, Vocabulary, Public Works, Literacy, Water Quality, Language Learning, Environmental Engineering, Robotics, Display Devices, Grammar, Biochemistry

    4.8 stars, 111 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.8 (111) · Intermediate · Course · 1 - 3 Months

    Category: Preview
    Preview
  • L

    LearnKartS

    AI Marketing Mastery

    Skills you'll gain: Google Gemini, Marketing Automation, ChatGPT, Marketing, Generative AI, Content Marketing, Business Marketing, Content Creation, Digital Content, Prompt Engineering, Branding, Social Media, Google Ads, Search Engine Optimization, Digital Assets, Facebook, Digital Advertising, Sales Pipelines, Productivity, Web Development

    3.7 stars, 16 reviews, Beginner, Specialization, 3 - 6 Months

    ★ 3.7 (16) · Beginner · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • U

    University of Pennsylvania

    Wharton Business and Financial Modeling Capstone

    Skills you'll gain: Portfolio Management, Financial Modeling, Data Presentation, Presentations, Microsoft PowerPoint, Business Modeling, Data Modeling, Quantitative Research, Business Analytics, Financial Data, Portfolio Risk, Spreadsheet Software, Investments, Return On Investment, Microsoft Excel, Finance, Financial Analysis, Regression Analysis, Model Optimization

    4.5 stars, 525 reviews, Mixed, Course, 1 - 3 Months

    ★ 4.5 (525) · Mixed · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • E

    EDHEC Business School

    Python and Machine Learning for Asset Management

    Skills you'll gain: Investment Management, Portfolio Management, Asset Management, Investments, Portfolio Risk, Machine Learning, Statistical Machine Learning, Applied Machine Learning, Financial Modeling, Predictive Analytics, Market Data, Feature Engineering, Unsupervised Learning, Regression Analysis, Statistical Methods, Analysis, Model Optimization, Estimation, Risk Analysis, Computer Science

    3.1 stars, 332 reviews, Intermediate, Course, 1 - 3 Months

    ★ 3.1 (332) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • G

    Google Cloud

    API Development with the Apigee API Platform

    Skills you'll gain: API Gateway, Application Programming Interface (API), Cloud API, API Design, Application Deployment, Restful API, Continuous Deployment, AI Integrations, Cloud Deployment, LLM Application, Web Services, AI Security, CI/CD, AI Workflows, Token Optimization, Prompt Patterns, Proxy Servers, Large Language Modeling, Application Lifecycle Management, Simple Object Access Protocol (SOAP)

    4.6 stars, 1.1K reviews, Beginner, Course, 1 - 3 Months

    ★ 4.6 (1.1K) · Beginner · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • I

    IBM

    Generative AI Engineering and Fine-Tuning Transformers

    Skills you'll gain: Generative AI, Fine-tuning, Large Language Modeling, Generative Model Architectures, Model Optimization, Prompt Engineering, Model Training, PyTorch (Machine Learning Library)

    4.5 stars, 118 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.5 (118) · Intermediate · Course · 1 - 4 Weeks

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

  • Machine Learning: Algorithms in the Real World: Alberta Machine Intelligence Institute
  • Build a Machine Learning Web App with Streamlit and Python: Coursera
  • Operations Management: IESE Business School
  • Análisis de Sistemas de Transporte: Pontificia Universidad Católica de Chile
  • Probabilistic Graphical Models 3: Learning: Stanford Online
  • Build and Modernize Applications With Generative AI: Google Cloud
  • Let’s Read! Learning Japanese through Science & Technology-1: The University of Tokyo
  • AI Marketing Mastery: LearnKartS
  • Wharton Business and Financial Modeling Capstone: University of Pennsylvania
  • Python and Machine Learning for Asset Management: EDHEC Business School

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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