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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


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    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

  • 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

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    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, Test Automation, Development Testing, WordPress, Javascript

    4.5
    Rating, 4.5 out of 5 stars
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    37 reviews

    Intermediate · Course · 1 - 3 Months

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    Packt

    Persistent Data, Monitoring & Cost Optimization in AKS

    Skills you'll gain: Role-Based Access Control (RBAC), Cloud Management, Application Lifecycle Management, Capacity Management, Application Performance Management, Virtual Networking, API Gateway, Scalability, Large Language Modeling

    Intermediate · Course · 3 - 6 Months

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    Coursera

    Optimize LLM Costs & Streamline Processes

    Skills you'll gain: Miro AI, Process Optimization, Process Improvement and Optimization, Productivity Software, Process Analysis, Business Workflow Analysis, Expense Management, Cost Management, Cost Benefit Analysis, Data-Driven Decision-Making

    Intermediate · Course · 1 - 4 Weeks

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    Coursera

    Track & Optimize AI Traffic Flow

    Skills you'll gain: Marketing Analytics, Web Analytics, Google Gemini, Marketing Strategies, AI Enablement, Data Storytelling, Data Analysis, User Flows, ChatGPT, Digital Media Strategy, Analytics, Data-Driven Decision-Making, Customer Analysis, Process Analysis, Performance Metric

    Beginner · Course · 1 - 4 Weeks

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    Coursera

    Benchmark & Optimize LLM App Performance

    Skills you'll gain: LLM Application, Prompt Engineering, Performance Tuning, Performance Testing, Tool Calling, Responsible AI, A/B Testing, Application Performance Management, Retrieval-Augmented Generation, Model Evaluation, OpenAI API, Scalability, API Design

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    Coursera

    Optimize SEO: Keywords & Schema

    Skills you'll gain: Content Performance Analysis, Web Analytics and SEO, Search Engine Optimization, Keyword Research, Web Analytics, Marketing Analytics, Digital Marketing, Web Content, Semantic Web, Content Management Systems

    Beginner · Course · 1 - 4 Weeks

  • P

    Packt

    Matrix Calculus for Data Science & Machine Learning

    Skills you'll gain: Calculus, Applied Mathematics, NumPy, Machine Learning Algorithms, Data Science, Tensorflow, Python Programming, Derivatives, Algorithms, Development Environment

    Intermediate · Course · 1 - 3 Months

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    Coursera

    Optimize GenAI Performance: Monitor, Measure, Maintain

    Skills you'll gain: System Monitoring, Dashboard, Application Performance Management, Site Reliability Engineering, Continuous Monitoring, Event Monitoring, Performance Tuning, Performance Metric, Service Level, Generative AI, MLOps (Machine Learning Operations), Business Metrics, Analysis, Service Level Agreement, Distributed Computing, Incident Management, Real Time Data, Data Integration

    Intermediate · Course · 1 - 4 Weeks

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    Coursera

    Optimize AI Prompts for Cost and Quality

    Skills you'll gain: Prompt Engineering, Responsible AI, Data Ethics, Applied Machine Learning, Project Design, AI Enablement, Operational Efficiency, Cost Management, Mitigation

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    Coursera

    Optimize Java Memory for ML Performance

    Skills you'll gain: MLOps (Machine Learning Operations), Model Deployment, Containerization, Performance Tuning, Docker (Software), Java, Application Performance Management, Artificial Intelligence and Machine Learning (AI/ML), Analysis, Data Structures

    Advanced · Course · 1 - 4 Weeks

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

  • Foundations of Statistical Learning & Algorithms: Northeastern University
  • Exploring Cost-optimization for GKE Virtual Machines: Google Cloud
  • Intermediate Web and Front-End Development: IBM
  • Persistent Data, Monitoring & Cost Optimization in AKS: Packt
  • Optimize LLM Costs & Streamline Processes: Coursera
  • Track & Optimize AI Traffic Flow: Coursera
  • Benchmark & Optimize LLM App Performance: Coursera
  • Optimize SEO: Keywords & Schema: Coursera
  • Matrix Calculus for Data Science & Machine Learning: Packt
  • Optimize GenAI Performance: Monitor, Measure, Maintain: 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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