25 Best Optimization Courses Online

Telehealth: Strategy, Implementation, and Optimization

Offered by Stanford University

This course focuses on the strategic aspects of telehealth, guiding you through its implementation and optimization processes. You'll explore how to design effective telehealth systems that address real-world health chal...

Introduction to Optimization

Offered by Seoul National University

A self-contained course on the fundamentals of modern optimization with equal emphasis on theory, implementation, and application. We consider linear and nonlinear optimization problems, including network flow problems a...

Mathematical Optimization for Engineers

Offered by RWTH Aachen University

Learn the mathematical and computational basics for applying optimization successfully. Master the different formulations and the important concepts behind their solution methods. Learn to implement and solve optimizatio...

Metaheuristic Optimization Techniques with Matlab

This course is your introduction to the world of optimization techniques. If you know Matlab or pythons and want to learn how to find the best solution for any problem then this course is for you.In this course, we will...

Artificial Intelligence: Optimization Algorithms in Python

What would an “optimal world” look like to you? Would people get along better? Would transport run faster? Would we take better care of our environment?Many data scientists choose to optimize by using pre-built machine l...

Optimization with Python: Solve Operations Research Problems

Operational planning and long term planning for companies are more complex in recent years. Information changes fast, and the decision making is a hard task. Therefore, optimization algorithms (operations research)...

Web Dev: Optimization, Server Processing, and JavaScript

Offered by Logical Operations

To round out your web-development skills, you'll improve web content by adjusting layouts, performing basic search-engine optimization (SEO), and test your website for issues. You'll also submit data to a web server for...

AI Traffic Analysis and Optimization

Offered by Coursera

By completing this course, you will be able to measure, analyze, and optimize AI-driven SEO performance using traffic data, attribution reports, and key performance indicators. AI Traffic Analysis and Optimization focuse...

Introduction to optimization on smooth manifolds: first order methods

Offered by École polytechnique fédérale de Lausanne

Learn to optimize on smooth, nonlinear spaces: Join us to build your foundations (starting at "what is a manifold?") and confidently implement your first algorithm (Riemannian gradient descent).

Optimization: principles and algorithms - Unconstrained nonlinear optimization

Offered by École polytechnique fédérale de Lausanne

Introduction to unconstrained nonlinear optimization, Newton’s algorithms and descent methods.

Operations Research

Offered by National Taiwan University

This Specialization is intended for undergraduate and graduate students in the fields of business, management, and engineering seeking to learn optimization techniques and applications. Through four courses, we will cove...

Mathematics for Machine Learning

Offered by Imperial College London

For a lot of higher level courses in Machine Learning and Data Science, you find you need to freshen up on the basics in mathematics - stuff you may have studied before in school or university, but which was taught in an...

Business Analytics with Excel: Intermediate to Advanced

Offered by Johns Hopkins University

This Business Analytics course in Excel is the second of a three part series, with the intended audience business professionals, MBA students, advanced undergraduates, and analysts who already understand basic analytics...

Algebra and Differential Calculus for Data Science

Offered by University of Colorado Boulder

Are you interested in Data Science but lack the math background for it? Has math always been a tough subject that you tend to avoid? This course will teach you the most fundamental Calculus concepts that you will need fo...

DevOps, DataOps, MLOps

Offered by Duke University

Learn how to apply Machine Learning Operations (MLOps) to solve real-world problems. The course covers end-to-end solutions with Artificial Intelligence (AI) pair programming using technologies like GitHub Copilot to bui...

Advanced Algorithms and Complexity

Offered by University of California San Diego

In previous courses of our online specialization you've learned the basic algorithms, and now you are ready to step into the area of more complex problems and algorithms to solve them. Advanced algorithms build upon basi...

Integral Calculus through Data and Modeling

Offered by Johns Hopkins University

This specialization builds on topics introduced in single and multivariable differentiable calculus to develop the theory and applications of integral calculus. , The focus on the specialization is to using calculus to a...

Differential Calculus through Data and Modeling

Offered by Johns Hopkins University

This specialization provides an introduction to topics in single and multivariable calculus, and focuses on using calculus to address questions in the natural and social sciences. Students will learn to use the tools of...

Dynamic Programming, Greedy Algorithms

Offered by University of Colorado Boulder

This course covers basic algorithm design techniques such as divide and conquer, dynamic programming, and greedy algorithms. It concludes with a brief introduction to intractability (NP-completeness) and using linear/int...

Applied AI for Engineers and Scientists: Foundations

Offered by University of Glasgow

This Specialization is designed for engineering and general science students to learn and apply AI techniques most effectively and efficiently. Unlike Specializations for computer science students, the most popular and e...

Differential Calculus Fundamentals

Offered by University of Huddersfield

Master the essential concepts of differential calculus and develop expertise in analyzing rates of change and solving optimization problems. In this comprehensive course, you'll learn to calculate derivatives from first...

Analytics for Decision Making

Offered by University of Minnesota

The field of analytics is typically built on four pillars: Descriptive Analytics, Predictive Analytics, Causal Analytics, and Prescriptive Analytics. Descriptive analytics (e.g., visualization, BI) deal with the explorat...

Computational Methods in Pricing and Model Calibration

Offered by Columbia University

This course focuses on computational methods in option and interest rate, product’s pricing and model calibration. The first module will introduce different types of options in the market, followed by an in-depth discuss...

Mathematical Foundations of AI

Offered by RWTH Aachen University

"Mathematical Foundatiouns of AI" offers a rigorous introduction to the fundamental concepts of linear algebra, calculus, and optimization theory that form the mathematical basis of machine learning, data science, deep l...

Business Analytics with Excel

Offered by Johns Hopkins University

This specialization equips learners to build, solve, and interpret sophisticated optimization and simulation models using Excel. Through hands-on application of Excel Solver and a wide variety of formulas, students tackl...