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https://github.com/kevinkevin556/awesome-operations-analytics

A curated list of awesome video lectures and learning resources for operations analytics.
https://github.com/kevinkevin556/awesome-operations-analytics
List: awesome-operations-analytics
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A curated list of awesome video lectures and learning resources for operations analytics.
Host: GitHub
URL: https://github.com/kevinkevin556/awesome-operations-analytics
Owner: kevinkevin556
Created: 2021-03-13T08:25:51.000Z (almost 4 years ago)
Default Branch: main
Last Pushed: 2021-08-23T14:34:48.000Z (over 3 years ago)
Last Synced: 2024-05-22T21:02:47.772Z (7 months ago)
Topics: machine-learning, optimization, statistics
Homepage:
Size: 16.9 MB
Stars: 28
Watchers: 1
Forks: 2
Open Issues: 0
Metadata Files:
- Readme: README.md
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ultimate-awesome - awesome-operations-analytics - A curated list of awesome video lectures and learning resources for operations analytics. (Other Lists / Monkey C Lists)
README

        # Awesome Operations Analytics [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)

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

## Table of Contents

* [Linear Algebra](#linear-algebra)

* [Statistics](#statistics)

  * [Probability & Statistics](#probability--statistics)

  * [Bayesian Statistics](#bayesian-statistics)

* [Machine Learning](#machine-learning)

  * [General Machine Learning / Statistical Machine Learning](#general-machine-learning--statistical-machine-learning) 

  * [Probalistic Machine Learning / Bayesian Learning](#probalistic-machine-learning--bayesian-learning)

  * [Deep Learning](#deep-learning)

  * [Reinforcement Learning](#reinforcement-learning)

* [Mathematical Programming & Optimization](#mathematical-programming--optimization)

  *  [Linear Programming](#linear-programming)

  *  [Integer Programming & Combinatorial Optimization](#integer-programming--combinatorial-optimization)

  *  [Stochastic Programming](#stochastic-programming)

  *  [Bayesian Optimization](#bayesian-optimization)

## Linear Algebra

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

| [NCTU - 線性代數(一) Linear Algebra I](https://ocw.nctu.edu.tw/course_detail.php?bgid=1&gid=1&nid=271&page=3)     | [:movie_camera:](https://www.youtube.com/playlist?list=PLj6E8qlqmkFtjxknKFtdxc1_SxNBXgpbo) |

| [NCTU - 線性代數(二) Linear Algebra II](https://ocw.nctu.edu.tw/course_detail.php?bgid=1&gid=1&nid=361&page=3)     | [:movie_camera:](https://www.youtube.com/playlist?list=PLj6E8qlqmkFsU6_lxu7soHGgI30IdpA7F) |

| [MIT - 18.06 - Linear Algebra](https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/index.htm#)     |[:movie_camera:](https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/video-lectures/) |

| [MIT - 18.065/18.0651 - Matrix Methods in Data Analysis,
Signal Processing, and Machine Learning](https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/index.htm) 
  | [:movie_camera:](https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/video-lectures/) | [:memo:](https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/assignments/) |  

| [Stanford - ENGR108 - Introduction to Applied Linear Algebra: 
 Vectors, Matrices, and Least Squares](https://web.stanford.edu/~boyd/vmls/)
  | [:movie_camera:](https://www.youtube.com/playlist?list=PLoROMvodv4rMz-WbFQtNUsUElIh2cPmN9) | |[:book:](https://web.stanford.edu/~boyd/vmls/vmls.pdf)|




## Statistics

### Probability & Statistics

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

| [NTHU - MATH 2810 - Probability (undergraduate level)](http://www.stat.nthu.edu.tw/~swcheng/Teaching/math2810/index.php) 
  | [:movie_camera:](http://www.stat.nthu.edu.tw/~swcheng/Teaching/math2810/index.php) | [:memo:](http://www.stat.nthu.edu.tw/~swcheng/Teaching/math2810/index.php) |

| [NTHU - MATH 2820 - Statistics (undergraduate level)](http://www.stat.nthu.edu.tw/~swcheng/Teaching/math2820/index.php) 
   | [:movie_camera:](http://www.stat.nthu.edu.tw/~swcheng/Teaching/math2820/index.php) | [:memo:](http://www.stat.nthu.edu.tw/~swcheng/Teaching/math2820/index.php) | 

| [NTHU - STAT 3875 - Mathematical Statistics (undergraduate level)](http://www.stat.nthu.edu.tw/~swcheng/Teaching/stat3875/index.php) 
  | [:movie_camera:](http://www.stat.nthu.edu.tw/~swcheng/Teaching/stat3875/index.php) | [:memo:](http://www.stat.nthu.edu.tw/~swcheng/Teaching/stat3875/index.php) |

| [MIT - 18.650/18.6501 - Statistics for Applications](https://ocw.mit.edu/courses/mathematics/18-650-statistics-for-applications-fall-2016/index.htm) 
  | [:movie_camera:](https://ocw.mit.edu/courses/mathematics/18-650-statistics-for-applications-fall-2016/lecture-videos/) | [:memo:](https://ocw.mit.edu/courses/mathematics/18-650-statistics-for-applications-fall-2016/lecture-slides) | 

| [CMU - 36-705 - Intermediate Statistics](http://www.stat.cmu.edu/~larry/=stat705/) 
   | [:movie_camera:](https://www.youtube.com/playlist?list=PLJPW8OTey_OZk6K_9QLpguoPg_Ip3GkW_) | [:memo:](http://www.stat.cmu.edu/~larry/=stat705/) | [:book:](https://github.com/thefuryelement/Readers-Solitude/raw/master/All%20Of%20Statistics%20-%20Larry%20Wasserman.pdf) |




### Bayesian Statistics

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

| Multivariate Analysis: Model-Based Statistics | [:movie_camera:](https://www.youtube.com/playlist?list=PLKBC9odgDUw5NYjpKbIq0U-Vbg_JCsx4U)|

| NTU Multivariate Analysis Tutorial | [:movie_camera:](https://www.youtube.com/playlist?list=PL-QkhjfYf9S2ryHzWj6uHisRYHsHjt1sm&ab_channel=%E9%BB%83%E7%90%AE%E4%BB%81)|

| [Bayesian Data Analysis](https://avehtari.github.io/BDA_course_Aalto/gsu2021.html) | [:movie_camera:](https://www.youtube.com/playlist?list=PLBqnAso5Dy7O0IVoVn2b-WtetXQk5CDk6) | [:memo:](https://avehtari.github.io/BDA_course_Aalto/chapter_notes/BDA_notes.pdf) | [:book:](https://statisticalsupportandresearch.files.wordpress.com/2017/11/bayesian_data_analysis.pdf) |

| [Statistical Rethinking](https://www.youtube.com/playlist?list=PLDcUM9US4XdNM4Edgs7weiyIguLSToZRI) |[:movie_camera:](https://www.youtube.com/playlist?list=PLDcUM9US4XdNM4Edgs7weiyIguLSToZRI)| [:memo:](https://github.com/rmcelreath/stat_rethinking_2020)|[:book:](https://github.com/Booleans/statistical-rethinking/raw/master/Statistical%20Rethinking%202nd%20Edition.pdf)|[:link:](http://xcelab.net/rm/statistical-rethinking/)|

| [A Student’s Guide to Bayesian Statistics](https://www.youtube.com/playlist?list=PLwJRxp3blEvZ8AKMXOy0fc0cqT61GsKCG) | [:movie_camera:](https://www.youtube.com/playlist?list=PLwJRxp3blEvZ8AKMXOy0fc0cqT61GsKCG) | | [:book:](https://dokumen.pub/download/a-students-guide-to-bayesian-statistics-2017942214-9781473916357-9781473916364.html)




### Linear Models

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

| [UCLA STATS 205 - Hierarchical Linear Models](https://www.youtube.com/playlist?list=PLAYxx7zX5F1MUAvvhZQyA4ISyKYuoKdH6) | [:movie_camera:](https://www.youtube.com/playlist?list=PLAYxx7zX5F1MUAvvhZQyA4ISyKYuoKdH6)|




### Time Series

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

| [Time Series Analysis](https://www.youtube.com/playlist?list=PLtiTxpFJ4k6TZ0g496fVcQpt_-XJRNkbi) | [:movie_camera:](https://www.youtube.com/playlist?list=PLtiTxpFJ4k6TZ0g496fVcQpt_-XJRNkbi)|




### Gaussian Process

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

| Cornell CS4780 SP17 Machine Learning Lecture 26 | [:movie_camera:](https://www.youtube.com/watch?v=R-NUdqxKjos&t=1416s) | [:memo:](http://www.cs.cornell.edu/courses/cs4780/2018fa/lectures/lecturenote15.html) | [:book:](http://www.gaussianprocess.org/gpml/chapters/RW2.pdf)

| CPSC 540 Introduction to Gaussian processes |  [:movie_camera:](https://www.youtube.com/watch?v=4vGiHC35j9s) | [:memo:](https://www.cs.ubc.ca/~nando/540-2013/lectures/l6.pdf)

| CPSC 540 Introduction Gaussian processes |  [:movie_camera:](https://www.youtube.com/watch?v=MfHKW5z-OOA&t=2857s) | [:memo:](https://www.cs.ubc.ca/~nando/540-2013/lectures/l6.pdf)




## Machine Learning

 

### General Machine Learning / Statistical Machine Learning

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

|          | :movie_camera: | :memo:        | :book: |




### Probalistic Machine Learning / Bayesian Learning

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

|[Machine Learning and Nonparametric Bayesian Statistics](https://www.ii.pwr.edu.pl/~gonczarek/zoubin.html) 
  |  [:movie_camera:](https://www.youtube.com/watch?v=5KdWhDpeQvU&t=1402s&ab_channel=TelewizjaStudenckaPolitechnikiWroc%C5%82awskiejSTYK) |  |  

|[Information Theory & Bayesian ML](https://people.orie.cornell.edu/sbanerjee/courses/orie4742s21/) 
  | [:movie_camera:](https://people.orie.cornell.edu/sbanerjee/courses/orie4742s21/) | |




### Deep Learning

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

|          | :movie_camera: | :memo:        | :book: |




### Reinforcement Learning

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

|          | :movie_camera: | :memo:        | :book: |




## Mathematical Programming & Optimization

### Linear Programming

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  |

| [NCTU - Operations Research](https://ocw.nctu.edu.tw/course_detail.php?bgid=3&gid=0&nid=48)     | [:movie_camera:](https://ocw.nctu.edu.tw/course_detail-v.php?bgid=3&gid=0&nid=48) |  [:memo:](https://ocw.nctu.edu.tw/course/operation_research/or_lecturenotes/orchap1.pdf)

| [NCTU - Linear Programming](https://youtube.com/playlist?list=PL8Ts34HGHzBzGQA4qzH96INl5YHv_tdM3)      | [:movie_camera:](https://youtube.com/playlist?list=PL8Ts34HGHzBzGQA4qzH96INl5YHv_tdM3) | [:memo:](https://ocw.nctu.edu.tw/course/ip002/lecture_IP1.pdf)

| [UW-Madison - ISyE/Math/CS/Stat 525 - Linear Optimization](https://sites.google.com/site/albertodelpia/teaching?authuser=0)  
   | [:movie_camera:](https://www.youtube.com/playlist?list=PLeO_PhASIA0MUtyF0u5ZVUpnrdZvHYZcD) | [:memo:](https://drive.google.com/file/d/1sbiCvWwMF4z5Kpkl4KDMUS8GF_fUnbyl/view?usp=sharing) | [:book:](http://berkri.web.elte.hu/Courses/Linear%20optimization/bt-linear-optimization.pdf) |




### Integer Programming & Combinatorial Optimization

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

| [NCTU - Integer Programming](https://ocw.nctu.edu.tw/course_detail.php?bgid=3&gid=0&nid=402)     | [:movie_camera:](https://ocw.nctu.edu.tw/course_detail-v.php?bgid=3&gid=0&nid=402) | [:memo:](https://ocw.nctu.edu.tw/course/ip002/lecture_IP1.pdf)

| [IE511 - Integer Programming](https://www.youtube.com/channel/UCsZ5SOyr3XLIa3zXJsxkeXQ/videos)     | [:movie_camera:](https://www.youtube.com/channel/UCsZ5SOyr3XLIa3zXJsxkeXQ/videos)

| [UT-Austin - Combinatorial Optimization](https://caramanis.github.io/teaching/) 
   | [:movie_camera:](https://www.youtube.com/playlist?list=PLXsmhnDvpjORcTRFMVF3aUgyYlHsxfhNL) | |[:book:](http://31.42.184.140/main/2238000/d249886ca835a204b71df1bd90736780/%28Mathematical%20optimization%29%20Christos%20H.%20Papadimitriou%2C%20Kenneth%20Steiglitz%20-%20Combinatorial%20Optimization_%20Algorithms%20and%20Complexity.%201-Prentice%20Hall%20%281998%29.pdf) |

| [Universidad de Burgos - Introduction to Metaheuristics](https://www.youtube.com/playlist?list=PLN4kTzLXGGgWNf4CDyoZZOsjOCftW5ej6) 
   | [:movie_camera:](https://www.youtube.com/playlist?list=PLN4kTzLXGGgWNf4CDyoZZOsjOCftW5ej6) | [:memo:](https://www.dropbox.com/s/zl0kfxqmmmlvhss/Introduction%20to%20metaheuristics.pdf?dl=0)




### Stochastic Programming

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

| [LINMA 2491 - Operations Research](https://ap-rg.eu/courses/operations-research-linma-2491/) 
   | [:movie_camera:](https://www.youtube.com/user/el011301/videos) | [:memo:](https://ap-rg.eu/courses/operations-research-linma-2491/)| [:book:](http://ie.sharif.edu/~sp/%5BJohn_R._Birge,_Fran%C3%A7ois_Louveaux%5D_Introduction_t(BookFi.%20org).pdf) | 

| [IMPA - Basic Course on Stochastic Programming](https://svan2016.sciencesconf.org/resource/page/id/26.html) 
  |  [:movie_camera:](https://www.youtube.com/playlist?list=PLo4jXE-LdDTSmKVxiE130o1KebekNk00R) | [:memo:](https://svan2016.sciencesconf.org/resource/page/id/26.html) | [:book:](https://cpb-us-w2.wpmucdn.com/sites.gatech.edu/dist/4/1470/files/2021/03/SPbook.pdf) |

| [IE495 - Stochastic Programming](http://homepages.cae.wisc.edu/~linderot/classes/ie495/index.html) 
  |   | [:memo:](http://homepages.cae.wisc.edu/~linderot/classes/ie495/index.html) | [:book:](http://ie.sharif.edu/~sp/%5BJohn_R._Birge,_Fran%C3%A7ois_Louveaux%5D_Introduction_t(BookFi.%20org).pdf) |




### Convex Optimization

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

| [Convex Analysis and Optimization](https://sites.google.com/pdx.edu/convex-analysis-optimization)  | [:movie_camera:](https://www.youtube.com/channel/UCZaO1k-BRgRQkG3SDLslQwA/playlists) | [:memo:](https://maunamn.wordpress.com/) | [:book:](http://people.scs.carleton.ca/~bertossi/dmbi/material/Convex%20Analysis.pdf) |




### Bayesian Optimization

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

| [Cornell - CS4780/CS5780 Machine Learning Lecture 27](https://www.cs.cornell.edu/courses/cs4780/2018fa/) 
   | [:movie_camera:](https://www.youtube.com/watch?v=BzHJ57QCdVo) | [:memo:](http://www.cs.cornell.edu/courses/cs4780/2018fa/lectures/lecturenote15.html) | [:book:](http://www.gaussianprocess.org/gpml/chapters/RW2.pdf)




## Interdisciplinary Approach

|                                                                                                           | Video Lectures | Lecture Notes | Book   |

| ---      | :---:          | :---:         | :---:  | 

| [Learning Meets Combinatorial Algorithms (LMCA)](https://sites.google.com/view/lmca2020/home?authuser=0) |  [:movie_camera:](https://neurips.cc/Conferences/2020/ScheduleMultitrack?event=16128) |