Optimization & Operations Research Courses and Certifications

Harvard CS50’s Artificial Intelligence with Python – Full University Course

124 ratings

Explore AI foundations through hands-on Python projects. Cover graph search, classification, optimization, reinforcement learning, and more. Gain practical skills in implementing AI algorithms and understanding their applications.

• freeCodeCamp
• 12 hours
• Self-Paced
• Free Video

Optimization with Python: Solve Operations Research Problems

1964 ratings at Udemy

Solve optimization problems with CPLEX, Gurobi, Pyomo... using linear programming, nonlinear, evolutionary algorithms...

• Udemy
• 12 hours 47 minutes
• Self-Paced
• Paid Course

Fundamentals of Quantitative Modeling

5 ratings

Aprenda a criar modelos quantitativos para análise de dados empresariais, incluindo modelos lineares, probabilísticos e de regressão. Domine técnicas essenciais para previsão, otimização e tomada de decisões baseadas em dados.

• Coursera
• 9 hours 33 minutes
• Self-Paced
• Paid Course

Calculus: Single Variable Part 2 - Differentiation

5 ratings

Calculus is one of the grandest achievements of human thought, explaining everything from planetary orbits to the optimal size of a city to the periodicity of a heartbeat.

• Coursera
• 10 hours
• Self-Paced
• Paid Course

Optimization with GAMS: Operations Research Bootcamp A-Z

204 ratings at Udemy

Learn Mathematical Optimization and Operation Research, Linear & Non-Linear Programming, Multi-objective Optimization...

• Udemy
• 8 hours 45 minutes
• Self-Paced
• Paid Course

TabletClass Math

Maximizing Area with 120 ft of Fencing - Optimization Problem

Master the classic optimization problem of maximizing rectangular area with limited fencing along a river. Learn step-by-step solutions using quadratic equations and derivatives for algebra and calculus applications.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Simons Institute

Last-Iterate Convergence in Constrained Min-Max Optimization - SOS to the Rescue

Explore last-iterate convergence in constrained min-max optimization using Sum of Squares (SOS) techniques, with insights from Yale's Yang Cai on adversarial approaches in machine learning.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Simons Institute

Some Easy Optimization Problems Have the Overlap-Gap Property

Explore the mathematical concept of Overlap-Gap Property in optimization problems through Stanford researcher Tselil Schramm's analysis of its applications and implications.

• YouTube
• 38 minutes
• Self-Paced
• Free Video

Fields Institute

A Primal-Dual Interior-Point Algorithm for Nonsymmetric Conic Optimization

Explore a primal-dual interior-point algorithm for nonsymmetric conic optimization, delving into advanced mathematical concepts and their applications in optimization theory.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

Modeling Risk and Realities

2226 ratings at Coursera

Learn to create quantitative models for informed decision-making in complex, uncertain situations. Develop skills in optimization, risk management, and predictive modeling to make data-driven choices in various business scenarios.

• Coursera
• 9 hours 25 minutes
• Self-Paced
• Paid Course

Introduction to Optimization in Python

Learn to solve real-world optimization problems using Python's SciPy and PuLP, covering everything from basic to constrained and complex optimization.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Discrete Event Simulation in Python

Discover the power of discrete-event simulation in optimizing your business processes. Learn to develop digital twins using Python's SimPy package.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Decoding Decision Modeling

Elevate decision-making skills with Decision Models, analysis methods, risk management, and optimization techniques.

• DataCamp
• 1 hour
• Self-Paced
• Free Trial Available

Powerful toolkit for smarter decisions. Build, optimize, and evaluate decision models, avoid bias, and apply analytical thinking to real problems.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Career Certificate

Business Analytics with Excel

4087 ratings at Coursera

Master Excel-based optimization and simulation models to solve complex business challenges, from resource allocation to network optimization, driving data-driven decisions.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 3 courses