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    • Optimization

    Optimization Courses Online

    Master optimization techniques for improving system performance. Learn about linear programming, nonlinear optimization, and heuristic methods.

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    Explore the Optimization Course Catalog

    • Board Infinity

      Performance Optimization and Utilities in Teradata

      Skills you'll gain: Teradata SQL, Performance Tuning, Stored Procedure, Solution Design, Extract, Transform, Load, Database Management, Data Import/Export, Database Design, System Implementation, Data Warehousing, Emerging Technologies

      Intermediate · Course · 1 - 4 Weeks

    • University of California San Diego

      Algorithmic Toolbox

      Skills you'll gain: Algorithms, Program Development, Debugging, Development Testing, Test Engineering, Software Testing, Computational Thinking, Test Case, Computer Programming, Programming Principles, Data Structures, Theoretical Computer Science, Bioinformatics, Design Strategies

      4.6
      Rating, 4.6 out of 5 stars
      ·
      13K reviews

      Intermediate · Course · 1 - 3 Months

    • Meta

      Measure and Optimize Social Media Marketing Campaigns

      Skills you'll gain: Marketing Analytics, Social Media Marketing, Social Media Campaigns, Marketing Effectiveness, Social Media Strategy, Digital Advertising, Advertising Campaigns, Social Media, Marketing Budgets, Data Analysis, Data Presentation, Marketing, Facebook, A/B Testing, Key Performance Indicators (KPIs), Performance Reporting, Return On Investment, Presentations, Goal Setting

      4.9
      Rating, 4.9 out of 5 stars
      ·
      1.9K reviews

      Beginner · Course · 1 - 4 Weeks

    • Coursera Project Network

      Job Shop Scheduling Using MILP Optimization on RStudio

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

      Intermediate · Guided Project · Less Than 2 Hours

    • Google

      Satisfaction Guaranteed: Develop Customer Loyalty Online

      Skills you'll gain: Loyalty Programs, Customer Retention, Customer Relationship Management, E-Commerce, Customer Service, Google Analytics, Professional Networking, Web Analytics, Marketing Analytics, Digital Marketing, Customer Insights, Generative AI Agents, Interviewing Skills, Business Metrics

      4.8
      Rating, 4.8 out of 5 stars
      ·
      5.1K reviews

      Beginner · Course · 1 - 4 Weeks

    • Imperial College London

      Mathematics for Machine Learning: PCA

      Skills you'll gain: Dimensionality Reduction, NumPy, Probability & Statistics, Feature Engineering, Jupyter, Data Science, Statistics, Linear Algebra, Python Programming, Advanced Mathematics, Machine Learning, Calculus

      4
      Rating, 4 out of 5 stars
      ·
      3.1K reviews

      Intermediate · Course · 1 - 4 Weeks

    • University of Illinois Urbana-Champaign

      Digital Media and Marketing Strategies

      Skills you'll gain: Digital Media Strategy, Online Advertising, Digital Marketing, Content Marketing, Marketing Strategies, Social Media Marketing, Marketing Effectiveness, Social Media, Shared Media, Paid media, Integrated Marketing Communications, Risk Management, Search Engine Optimization, Customer Relationship Management, Owned Media, Key Performance Indicators (KPIs)

      Build toward a degree

      4.6
      Rating, 4.6 out of 5 stars
      ·
      3.1K reviews

      Beginner · Course · 1 - 4 Weeks

    • DeepLearning.AI

      Calculus for Machine Learning and Data Science

      Skills you'll gain: Applied Mathematics, Calculus, Numerical Analysis, Mathematical Modeling, Machine Learning, Python Programming, Regression Analysis, Artificial Neural Networks, Deep Learning, Derivatives

      4.8
      Rating, 4.8 out of 5 stars
      ·
      840 reviews

      Intermediate · Course · 1 - 4 Weeks

    • Coursera Project Network

      Unsafe Code in .NET: Memory Management and Optimization

      Skills you'll gain: Real Time Data, Application Development, .NET Framework, Performance Tuning, C# (Programming Language), System Programming, Application Performance Management, Microsoft Visual Studio, Object Oriented Programming (OOP)

      Intermediate · Guided Project · Less Than 2 Hours

    • Google

      The Path to Insights: Data Models and Pipelines

      Skills you'll gain: Data Modeling, Database Design, Extract, Transform, Load, Data Warehousing, Performance Tuning, Data Pipelines, Data Integrity, Business Intelligence, Business Process, Data Mart, Data Validation, Data Quality, SQL, Performance Testing

      4.7
      Rating, 4.7 out of 5 stars
      ·
      633 reviews

      Advanced · Course · 1 - 4 Weeks

    • Status: Free
      Free

      DeepLearning.AI

      Prompt Compression and Query Optimization

      Skills you'll gain: Prompt Engineering, MongoDB, Query Languages, Metadata Management, Performance Tuning, Database Management, Large Language Modeling

      Intermediate · Project · Less Than 2 Hours

    • University of Pennsylvania

      AI Fundamentals for Non-Data Scientists

      Skills you'll gain: Generative AI, Big Data, Machine Learning, Customer Data Management, Tensorflow, Artificial Intelligence, Deep Learning, Algorithms, Process Optimization, Data Analysis, Artificial Neural Networks, Natural Language Processing

      4.8
      Rating, 4.8 out of 5 stars
      ·
      706 reviews

      Mixed · Course · 1 - 3 Months

    Optimization learners also search

    Mathematical Optimization
    Discrete Optimization
    Convex Optimization
    Performance Management
    Systems Engineering
    Computing
    A/B Testing
    Parallel Programming
    1…8910…56

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

    • Performance Optimization and Utilities in Teradata: Board Infinity
    • Algorithmic Toolbox: University of California San Diego
    • Measure and Optimize Social Media Marketing Campaigns: Meta
    • Job Shop Scheduling Using MILP Optimization on RStudio: Coursera Project Network
    • Satisfaction Guaranteed: Develop Customer Loyalty Online: Google
    • Mathematics for Machine Learning: PCA: Imperial College London
    • Digital Media and Marketing Strategies: University of Illinois Urbana-Champaign
    • Calculus for Machine Learning and Data Science: DeepLearning.AI
    • Unsafe Code in .NET: Memory Management and Optimization: Coursera Project Network
    • The Path to Insights: Data Models and Pipelines: Google

    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)

    Frequently Asked Questions about Optimization

    Optimization is the act of selecting the best possible option to solve a mathematical problem when choosing from a set of variables. The concept of optimization has existed in mathematics for centuries, but in more recent times, scientists have discovered that other scientific disciplines have common elements, so the idea of optimization has carried over into other areas of study from engineering to economics to physics to biology. Optimization seeks to discover the maximum or minimum of a function to best solve a problem. It involves variables, constraints, and the objective function, or the goal that drives the solution to the problem. For example, in physics, an optimization problem might seek to discover the minimum amount of energy needed to achieve a certain objective. The advent of sophisticated computers has allowed mathematicians to achieve optimization more accurately across a wide range of functions and problems.‎

    Optimization helps data scientists and computer systems process data more effectively, estimate how many resources it will take to solve a problem, and search for the best solution based on the data available. These features make optimization a key tool that can help those who collect and analyze data. The methods of optimization work hand in hand with statistics and linear algebra to help you understand and process large amounts of data. Solving complex problems that rely on data becomes much easier when you apply the methods and formulas of optimization to them, which makes it essential for machine learning. In fact, today's computer science relies heavily on the relationship between machine learning and optimization. The principles of optimization apply in a different way in business, because nearly every business decision centers on maximizing or minimizing various factors and outcomes.‎

    When you study optimization with online courses on Coursera, you can gain a broad base of knowledge as well as applications that allow you to put what you learn into practice. Beginning courses include those in which you learn the basics of optimization, whereas more advanced courses go deeper into topics like stochastic processes, machine learning through specific applications, or how to estimate financial models.‎

    Online Optimization courses offer a convenient and flexible way to enhance your knowledge or learn new Optimization skills. Choose from a wide range of Optimization courses offered by top universities and industry leaders tailored to various skill levels.‎

    When looking to enhance your workforce's skills in Optimization, it's crucial to select a course that aligns with their current abilities and learning objectives. Our Skills Dashboard is an invaluable tool for identifying skill gaps and choosing the most appropriate course for effective upskilling. For a comprehensive understanding of how our courses can benefit your employees, explore the enterprise solutions we offer. Discover more about our tailored programs at Coursera for Business here.‎

    This FAQ content has been made available for informational purposes only. Learners are advised to conduct additional research to ensure that courses and other credentials pursued meet their personal, professional, and financial goals.

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