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

optimization machine-learning statistics

awesome-operations-analytics's Introduction

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
Mathematical Programming & Optimization

Linear Algebra

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

Statistics

Probability & Statistics

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

Bayesian Statistics

	Video Lectures	Lecture Notes	Book
Multivariate Analysis: Model-Based Statistics	🎥
NTU Multivariate Analysis Tutorial	🎥
Bayesian Data Analysis	🎥	📝	📖
Statistical Rethinking	🎥	📝	📖
A Student’s Guide to Bayesian Statistics	🎥		📖

Linear Models

	Video Lectures	Lecture Notes	Book
UCLA STATS 205 - Hierarchical Linear Models	🎥

Time Series

	Video Lectures	Lecture Notes	Book
Time Series Analysis	🎥

Gaussian Process

	Video Lectures	Lecture Notes	Book
Cornell CS4780 SP17 Machine Learning Lecture 26	🎥	📝	📖
CPSC 540 Introduction to Gaussian processes	🎥	📝
CPSC 540 Introduction Gaussian processes	🎥	📝

Machine Learning

General Machine Learning / Statistical Machine Learning

	Video Lectures	Lecture Notes	Book
	🎥	📝	📖

Probalistic Machine Learning / Bayesian Learning

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

Deep Learning

	Video Lectures	Lecture Notes	Book
	🎥	📝	📖

Reinforcement Learning

	Video Lectures	Lecture Notes	Book
	🎥	📝	📖

Mathematical Programming & Optimization

Linear Programming

	Video Lectures	Lecture Notes	Book
NCTU - Operations Research	🎥	📝
NCTU - Linear Programming	🎥	📝
UW-Madison - ISyE/Math/CS/Stat 525 - Linear Optimization	🎥	📝	📖

Integer Programming & Combinatorial Optimization

	Video Lectures	Lecture Notes	Book
NCTU - Integer Programming	🎥	📝
IE511 - Integer Programming	🎥
UT-Austin - Combinatorial Optimization	🎥		📖
Universidad de Burgos - Introduction to Metaheuristics	🎥	📝

Stochastic Programming

	Video Lectures	Lecture Notes	Book
LINMA 2491 - Operations Research	🎥	📝	📖
IMPA - Basic Course on Stochastic Programming	🎥	📝	📖
IE495 - Stochastic Programming		📝	📖

Convex Optimization

	Video Lectures	Lecture Notes	Book
Convex Analysis and Optimization	🎥	📝	📖

Bayesian Optimization

	Video Lectures	Lecture Notes	Book
Cornell - CS4780/CS5780 Machine Learning Lecture 27	🎥	📝	📖

Interdisciplinary Approach

	Video Lectures	Lecture Notes	Book
Learning Meets Combinatorial Algorithms (LMCA)	🎥

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