Awesome Operations Analytics

A curated list of awesome video lectures and learning resources for operations analytics.

Table of Contents

• Linear Algebra
• Statistics
  • Probability & Statistics
  • Bayesian Statistics
• Machine Learning
  • General Machine Learning / Statistical Machine Learning
  • Probalistic Machine Learning / Bayesian Learning
  • Deep Learning
  • Reinforcement Learning
• Mathematical Programming & Optimization
  • Linear Programming
  • Integer Programming & Combinatorial Optimization
  • Stochastic Programming
  • Bayesian Optimization

Linear Algebra

	Video Lectures	Lecture Notes	Book
NCTU - 線性代數(一) Linear Algebra I	:movie_camera:
NCTU - 線性代數(二) Linear Algebra II	:movie_camera:
MIT - 18.06 - Linear Algebra	:movie_camera:
MIT - 18.065/18.0651 - Matrix Methods in Data Analysis, Signal Processing, and Machine Learning	:movie_camera:	:memo:
Stanford - ENGR108 - Introduction to Applied Linear Algebra: Vectors, Matrices, and Least Squares	:movie_camera:		:book:

Statistics

Probability & Statistics

	Video Lectures	Lecture Notes	Book
NTHU - MATH 2810 - Probability (undergraduate level)	:movie_camera:	:memo:
NTHU - MATH 2820 - Statistics (undergraduate level)	:movie_camera:	:memo:
NTHU - STAT 3875 - Mathematical Statistics (undergraduate level)	:movie_camera:	:memo:
MIT - 18.650/18.6501 - Statistics for Applications	:movie_camera:	:memo:
CMU - 36-705 - Intermediate Statistics	:movie_camera:	:memo:	:book:

Bayesian Statistics

Linear Models

Time Series

Gaussian Process

Machine Learning

General Machine Learning / Statistical Machine Learning

Probalistic Machine Learning / Bayesian Learning

	Video Lectures	Lecture Notes	Book
Machine Learning and Nonparametric Bayesian Statistics	:movie_camera:
Information Theory & Bayesian ML	:movie_camera:

Deep Learning

Reinforcement Learning

Mathematical Programming & Optimization

Linear Programming

	Video Lectures	Lecture Notes	Book
NCTU - Operations Research	:movie_camera:	:memo:
NCTU - Linear Programming	:movie_camera:	:memo:
UW-Madison - ISyE/Math/CS/Stat 525 - Linear Optimization	:movie_camera:	:memo:	:book:

Integer Programming & Combinatorial Optimization

	Video Lectures	Lecture Notes	Book
NCTU - Integer Programming	:movie_camera:	:memo:
IE511 - Integer Programming	:movie_camera:
UT-Austin - Combinatorial Optimization	:movie_camera:		:book:
Universidad de Burgos - Introduction to Metaheuristics	:movie_camera:	:memo:

Stochastic Programming

	Video Lectures	Lecture Notes	Book
LINMA 2491 - Operations Research	:movie_camera:	:memo:	:book:
IMPA - Basic Course on Stochastic Programming	:movie_camera:	:memo:	:book:
IE495 - Stochastic Programming		:memo:	:book:

Convex Optimization

	Video Lectures	Lecture Notes	Book
Convex Analysis and Optimization	:movie_camera:	:memo:	:book:

Bayesian Optimization

	Video Lectures	Lecture Notes	Book
Cornell - CS4780/CS5780 Machine Learning Lecture 27	:movie_camera:	:memo:	:book:

Interdisciplinary Approach