Optimization & Operations Research Courses and Certifications

Convex Optimization I - Lecture 7

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering and beyond.

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

Matrix Calculus for Machine Learning and Beyond - IAP 2023

Master matrix calculus for machine learning with MIT's comprehensive approach to derivatives in higher dimensions, optimization, and automatic differentiation techniques.

• YouTube
• 13 hours 55 minutes
• Self-Paced
• Free Video

XGBoost

Learn to implement XGBoost for regression and classification, explore its mathematical foundations, and master advanced optimizations in Python.

• YouTube
• 2 hours 30 minutes
• Self-Paced
• Free Video

GDC

Marvel's Spider-Man - A Technical Postmortem

Explore the technical challenges and solutions behind creating Marvel's Spider-Man, including asset management, rendering, streaming, and lighting for an immersive New York City experience.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Conference Talk

Academic Lesson

Calculus for Beginners - Calculus for Machine Learning

Comprehensive exploration of calculus fundamentals, from limits and derivatives to optimization and antiderivatives, with applications in machine learning and real-world problem-solving.

• YouTube
• 10 hours 53 minutes
• Self-Paced
• Free Video

UNF Games

Unreal Engine 5 Environment Tutorial for Beginners - Create a Forest

Learn to create a realistic forest environment in Unreal Engine 5, covering landscape creation, foliage placement, lighting, and optimization techniques for a game-ready level.

• YouTube
• 2 hours 49 minutes
• Self-Paced
• Free Video

Professor Leonard

Calculus 3 - Finding Extrema of Functions of 2 Variables (Max and Min)

Comprehensive guide to finding relative and absolute extrema of two-variable functions, covering optimization techniques for advanced calculus applications.

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

Professor Leonard

Calculus 1 - Optimization; Max/Min Application Problems

Learn to solve optimization problems and apply max/min techniques to real-world scenarios, enhancing your problem-solving skills in calculus.

• YouTube
• 1 hour 35 minutes
• Self-Paced
• Free Video

The Organic Chemistry Tutor

Linear Programming

Introduction to linear programming: write objective functions, find corner points, solve inequalities, determine maximum profit, and optimize production. Includes examples and practice problems.

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

Unreal Engine

Inside Unreal - Lumen

Explore Lumen, UE5's advanced Global Illumination and Reflections system. Learn its features, settings, optimization techniques, and best practices for creating stunning, realistic lighting in your projects.

• YouTube
• 2 hours 35 minutes
• Self-Paced
• Free Video

Professor Leonard

Calculus 3 Lecture - Constrained Optimization with LaGrange Multipliers

Learn to optimize multivariable functions with constraints using gradients and LaGrange multipliers. Master this powerful calculus technique through clear explanations and challenging examples.

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

Krista King

AP Calculus AB and BC - Analytical Applications of Differentiation

Comprehensive review of analytical applications of differentiation, covering key theorems, extrema analysis, graphing techniques, and optimization problems for AP Calculus AB/BC preparation.

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

The Cherno

LValues and RValues in C++

Explore lvalues and rvalues in C++, understanding their differences and practical applications to enhance your programming skills and code efficiency.

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

MindYourDecisions

The Famous Batteries and Flashlight Logic Puzzle - Optimal Testing Strategy

Solve a famous logic puzzle: determine the minimum tests needed to find 2 good batteries out of 4 good and 4 bad ones to power a flashlight. Explores strategies and provides proof.

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

Numberphile

The Lazy Way to Cut Pizza - Mathematical Approach

Discover a mathematical approach to cutting pizza efficiently, exploring geometry and optimization in a fun, accessible way with Oxford mathematician Tom Crawford.

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