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awesome-operations-analytics

A curated list of awesome video lectures and learning resources for operations analytics.
https://github.com/kevinkevin556/awesome-operations-analytics

Last synced: 2 days ago
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  • Linear Algebra

    • MIT - 18.065/18.0651 - Matrix Methods in Data Analysis,<br>Signal Processing, and Machine Learning - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16">| [: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: <br> Vectors, Matrices, and Least Squares - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16">| [:movie_camera:](https://www.youtube.com/playlist?list=PLoROMvodv4rMz-WbFQtNUsUElIh2cPmN9) | |[:book:](https://web.stanford.edu/~boyd/vmls/vmls.pdf)|
    • NCTU - 線性代數(一) Linear Algebra I - square&labelColor=lightgrey" height="17"> <img src="https://img.shields.io/static/v1?label=lang&message=zh-TW&color=brightgreen&style=flat-square&labelColor=lightgrey" height="17">| [:movie_camera:](https://www.youtube.com/playlist?list=PLj6E8qlqmkFtjxknKFtdxc1_SxNBXgpbo) |
    • NCTU - 線性代數(二) Linear Algebra II - square&labelColor=lightgrey" height="17"> <img src="https://img.shields.io/static/v1?label=lang&message=zh-TW&color=brightgreen&style=flat-square&labelColor=lightgrey" height="17"> | [:movie_camera:](https://www.youtube.com/playlist?list=PLj6E8qlqmkFsU6_lxu7soHGgI30IdpA7F) |

  • Statistics

    • Probability & Statistics

      • NTHU - MATH 2810 - Probability (undergraduate level) - square&labelColor=lightgrey" height="17"> <img src="https://img.shields.io/static/v1?label=lang&message=zh-TW&color=brightgreen&style=flat-square&labelColor=lightgrey" height="17">| [: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) - square&labelColor=lightgrey" height="17"> <img src="https://img.shields.io/static/v1?label=lang&message=zh-TW&color=brightgreen&style=flat-square&labelColor=lightgrey" height="17"> | [: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) - square&labelColor=lightgrey" height="17"> <img src="https://img.shields.io/static/v1?label=lang&message=zh-TW&color=brightgreen&style=flat-square&labelColor=lightgrey" height="17">| [: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 - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16">| [: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 - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16"> | [: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

    • Linear Models

    • Time Series

    • Gaussian Process

  • Machine Learning

    • Probalistic Machine Learning / Bayesian Learning

      • Machine Learning and Nonparametric Bayesian Statistics - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16">| [:movie_camera:](https://www.youtube.com/watch?v=5KdWhDpeQvU&t=1402s&ab_channel=TelewizjaStudenckaPolitechnikiWroc%C5%82awskiejSTYK) | |
      • Information Theory & Bayesian ML - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16">| [:movie_camera:](https://people.orie.cornell.edu/sbanerjee/courses/orie4742s21/) | |

  • Mathematical Programming & Optimization

    • Linear Programming

      • NCTU - Operations Research - square&labelColor=lightgrey" height="17"> <img src="https://img.shields.io/static/v1?label=lang&message=zh-TW&color=brightgreen&style=flat-square&labelColor=lightgrey" height="17">| [: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 - square&labelColor=lightgrey" height="17"> <img src="https://img.shields.io/static/v1?label=lang&message=zh-TW&color=brightgreen&style=flat-square&labelColor=lightgrey" height="17"> | [: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 - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16"> | [: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

      • NCTU - Integer Programming - square&labelColor=lightgrey" height="17"> <img src="https://img.shields.io/static/v1?label=lang&message=zh-TW&color=brightgreen&style=flat-square&labelColor=lightgrey" height="17">| [: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 - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16">| [:movie_camera:](https://www.youtube.com/channel/UCsZ5SOyr3XLIa3zXJsxkeXQ/videos)
      • UT-Austin - Combinatorial Optimization - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16"> | [: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 - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16"> | [:movie_camera:](https://www.youtube.com/playlist?list=PLN4kTzLXGGgWNf4CDyoZZOsjOCftW5ej6) | [:memo:](https://www.dropbox.com/s/zl0kfxqmmmlvhss/Introduction%20to%20metaheuristics.pdf?dl=0)

    • Stochastic Programming

      • LINMA 2491 - Operations Research - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16"> | [: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 - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16">| [: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 - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16">| | [: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

      • Convex Analysis and Optimization - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16">| [: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

      • Cornell - CS4780/CS5780 Machine Learning Lecture 27 - square&labelColor=lightgrey" height="16"> <img src="https://img.shields.io/static/v1?label=lang&message=EN&color=brightgreen&style=flat-square&labelColor=lightgrey" height="16"> | [: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

Categories
Statistics 15 Mathematical Programming & Optimization 12 Linear Algebra 4 Machine Learning 2 Interdisciplinary Approach 1
Sub Categories
Probability & Statistics 5 Bayesian Statistics 5 Integer Programming & Combinatorial Optimization 4 Linear Programming 3 Gaussian Process 3 Stochastic Programming 3 Bayesian Optimization 2 Probalistic Machine Learning / Bayesian Learning 2 Linear Models 1 Time Series 1 Convex Optimization 1