Report: State of Mathematical Optimization in Data Science 2023
Discover key data science trends in learning, team structures, and problem-solving methods.
Learn MoreWelcome to “Introduction to Optimization Through the Lens of Data Science,” a groundbreaking massive open online course (MOOC) developed by Gurobi in partnership with Dr. Joel Sokol, professor at Georgia Tech.
This course provides a unique opportunity for data scientists to enhance their skill sets and for educators to bring cutting-edge, practical knowledge into their classrooms.
Part 1
See optimization in action using the Burrito Optimization Game and be exposed to a wide variety of successful use cases. Learn the building blocks of mathematical optimization and get comfortable with the key concepts required to create your first optimization models with supplemental material for establishing best practices going forward.
Part 2
Dive deeper into the relationship between optimization and data science. Work with more complex constraints, understand model reusability, analyze sensitivity, and understand infeasibility. Classify types of optimization problems and see how they are solved at a high level.
Part 3
Model yes/no decisions and complex logical constraints with binary variables and link them to continuous variables. Explore classic optimization model archetypes.
Part 4
The final part of the course puts everything from parts 1 through 3 together: solving real-world examples, working from problem statements to mathematical formulations, to code, and to solutions.
Bring the latest in optimization to your classroom. This course offers a comprehensive curriculum that you can integrate into your teaching, providing students with skills that are in high demand in the industry. With a blend of theoretical knowledge and practical applications, you can prepare your students for the challenges of tomorrow.
Meet Dr. Joel Sokol
Dr. Sokol is a Harold E. Smalley Professor at Georgia Tech’s H. Milton Stewart School of Industrial and Systems Engineering and founding Director of Georgia Tech’s Master of Science in Analytics degree.
Discover key data science trends in learning, team structures, and problem-solving methods.
Learn MoreThe game was developed as a free educational tool for introducing students to the power of optimization. In order to play the game, you will need to be logged in to your Gurobi account.
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