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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.


More to explore:

Popular Optimization Courses and Certifications


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    The Chinese University of Hong Kong

    离散优化算法篇 Solving Algorithms for Discrete Optimization

    Skills you'll gain: Operations Research, Applied Mathematics, Algorithms, Mathematical Modeling, Combinatorics, Computational Logic, Advanced Mathematics, Performance Tuning, Theoretical Computer Science, Simulations, Linear Algebra

    Intermediate · Course · 1 - 4 Weeks

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    Coursera

    TikTok Optimization: Grow Your Presence

    Skills you'll gain: TikTok, Content Performance Analysis, Content Creation, Content Strategy, Data-Driven Decision-Making, Marketing Analytics, Social Media Marketing, Brand Marketing, E-Commerce, Revenue Management, Live Streaming

    Beginner · Course · 1 - 4 Weeks

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    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
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    29 reviews

    Beginner · Course · 1 - 4 Weeks

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    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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    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
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    13 reviews

    Beginner · Guided Project · Less Than 2 Hours

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    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

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    Coursera

    Optimization of SQL query Tuning and Performance

    Skills you'll gain: SQL, Query Languages, Database Design, Performance Tuning, Database Management, Database Development, Databases, PostgreSQL, Data Access

    3.2
    Rating, 3.2 out of 5 stars
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    32 reviews

    Intermediate · Guided Project · Less Than 2 Hours

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    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
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    8 reviews

    Beginner · Guided Project · Less Than 2 Hours

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    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

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    Coursera

    Plant Design & Economics

    Skills you'll gain: Plant Operations and Management, Process Engineering, Cost Management, Process Improvement, Project Management, Engineering Management, Operational Efficiency, Process Analysis, Process Optimization, Budgeting, Engineering Design Process, Safety Standards, Performance Improvement, Simulation and Simulation Software, Cost Estimation, Operational Excellence, Financial Planning

    Beginner · Course · 1 - 4 Weeks

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    EDUCBA

    Linear Regression with R: Build & Optimize

    Skills you'll gain: Model Evaluation, Regression Analysis, Applied Machine Learning, Data Visualization, Statistical Modeling, Feature Engineering, Predictive Modeling, Data Analysis, R Programming, Predictive Analytics, Exploratory Data Analysis, Supervised Learning, Statistical Analysis, Correlation Analysis, Probability & Statistics, Data Manipulation, Linear Algebra, Statistical Hypothesis Testing

    Mixed · Course · 1 - 4 Weeks

  • 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

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

  • 离散优化算法篇 Solving Algorithms for Discrete Optimization: The Chinese University of Hong Kong
  • TikTok Optimization: Grow Your Presence: Coursera
  • Evolutionary Computation and its Applications: University of Glasgow
  • Prompt Compression and Query Optimization: DeepLearning.AI
  • Supply Chain Network Optimization Using MILP on RStudio: Coursera
  • Performance and Cost Optimization with BigQuery: Google Cloud
  • Optimization of SQL query Tuning and Performance: Coursera
  • ML Parameters Optimization: GridSearch, Bayesian, Random: Coursera
  • Optimization with Next.js: Build a Product Portfolio Website: Coursera
  • Plant Design & Economics: 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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