MIT OpenCourseWare: Free Courses from the institute

MIT OpenCourseWare: Free Courses from the institute

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MIT OpenCourseWare: Free Courses from the institute episodes

  • Unit 8: Decision Analysis 5 Video 5: Retrospective Overview

    MIT IDS.333 Risk and Decision Analysis, Fall 2021
    Instructor: Richard de Neufville
    View the complete course: https://ocw.mit.edu/courses/ids-333-risk-and-decision-analysis-fall-2021/
    YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62jwhTqp8_1kwrkDkxZhpQC

    Uploaded 28-09-22

    This video provides an overall perspective overview of the process of decision analysis.

    This video has been dubbed using an artificial voice via https://aloud.area120.google.com to increase accessibility. You can change the audio track language in the Settings menu.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu
    Support OCW at http://ow.ly/a1If50zVRlQ

    We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed. More details at https://ocw.mit.edu/comments.



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    8 min
  • Session 5-1: Introduction to Geothermal Heat Pumps

    MIT RES.ENV-007 Geothermal Energy Networks: Transforming Our Thermal Energy System, IAP 2025

    Uploaded 23-10-25

    Instructors: MIT and HEET

    View the complete course: https://ocw.mit.edu/courses/res-env-007-geothermal-energy-networks-transforming-our-thermal-energy-system-january-iap-2025/
    YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP610dVbCqAtl4zWwVv_Qi3El

    Connor Dacquay introduced ground-source heat pumps and explained how engineering utilizes the earth's energy resources.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu
    Support OCW at http://ow.ly/a1If50zVRlQ

    We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed. More details at https://ocw.mit.edu/comments.

    Speakers: Connor Dacquay



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    18 min
  • Unit 10: Utility Analysis and Multidimensional Evaluation, Video 1: Is Optimization Possible?

    MIT IDS.333 Risk and Decision Analysis, Fall 2021
    Instructor: Richard de Neufville
    View the complete course: https://ocw.mit.edu/courses/ids-333-risk-and-decision-analysis-fall-2021/
    YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62jwhTqp8_1kwrkDkxZhpQC

    Uploaded 28-09-22

    Valuation of distributions of outcomes, involves risk-reward trade-offs between average and extreme performance. As these trade-offs are generally subjective, optimization is not meaningful.

    This video has been dubbed using an artificial voice via https://aloud.area120.google.com to increase accessibility. You can change the audio track language in the Settings menu.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu
    Support OCW at http://ow.ly/a1If50zVRlQ

    We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed. More details at https://ocw.mit.edu/comments.



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    11 min
  • Session 4-3: Business Models for Community Networked Geothermal Heating and Cooling

    MIT RES.ENV-007 Geothermal Energy Networks: Transforming Our Thermal Energy System, IAP 2025

    Uploaded 23-10-25

    Instructors: MIT and HEET

    View the complete course: https://ocw.mit.edu/courses/res-env-007-geothermal-energy-networks-transforming-our-thermal-energy-system-january-iap-2025/
    YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP610dVbCqAtl4zWwVv_Qi3El

    Don Lessard analyzed the challenges and elements of the solution in expanding GENs.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu
    Support OCW at http://ow.ly/a1If50zVRlQ

    We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed. More details at https://ocw.mit.edu/comments.

    Speakers: Don Lessard



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    16 min
  • Unit 2: The Forecast is ‘Always’ wrong, Video 2: Demand Forecasts

    MIT IDS.333 Risk and Decision Analysis, Fall 2021
    Instructor: Richard de Neufville
    View the complete course: https://ocw.mit.edu/courses/ids-333-risk-and-decision-analysis-fall-2021/
    YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62jwhTqp8_1kwrkDkxZhpQC

    Uploaded 28-09-22

    This second part of why forecast is always wrong extends the discussion to examples concerning demand forecasts.

    This video has been dubbed using an artificial voice via https://aloud.area120.google.com to increase accessibility. You can change the audio track language in the Settings menu.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu
    Support OCW at http://ow.ly/a1If50zVRlQ

    We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed. More details at https://ocw.mit.edu/comments.



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    13 min
  • Session 1-1: A Systems View of the Energy Transition and Role of Methane Emissions

    MIT RES.ENV-007 Geothermal Energy Networks: Transforming Our Thermal Energy System, IAP 2025

    Uploaded 23-10-25

    Instructors: MIT and HEET

    View the complete course: https://ocw.mit.edu/courses/res-env-007-geothermal-energy-networks-transforming-our-thermal-energy-system-january-iap-2025/
    YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP610dVbCqAtl4zWwVv_Qi3El

    Jason Jay demonstrated how to use En-Roads, an open-sourced tool, to simulate the global sources of primary energy and the greenhouse gas net emissions by gas, as a way to address the climate change we are facing.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu
    Support OCW at http://ow.ly/a1If50zVRlQ

    We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed. More details at https://ocw.mit.edu/comments.

    Speakers: Jason Jay



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    17 min
  • Case Study: Identifying and Mitigating Unintended Demographic Bias in Machine Learning for NLP

    MIT RES.EC-001 Exploring Fairness in Machine Learning, Spring 2020
    Instructor: Audace Nakeshimana
    View the complete course: https://ocw.mit.edu/RES-EC-001S20
    YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63IFQn8FklBOUhYVcmaxpOX

    Uploaded 01-10-20

    This video explores a case study on bias in natural language processing and demonstrates techniques to mitigate word embedding bias.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu
    Support OCW at http://ow.ly/a1If50zVRlQ

    We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed. More details at https://ocw.mit.edu/comments.



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    16 min
  • Class 15 Video: Encoding Corpora and Voice Leading

    MIT 21M.383 Computational Music Theory and Analysis Spring 2023
    Instructor: Michael Scott Asato Cuthbert
    View the complete course: https://ocw.mit.edu/courses/21m-383-computational-music-theory-and-analysis-spring-2023/
    YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62vSB2sI0W8lQFKsmS2-A6R

    Uploaded 15-10-25

    This session recaps equivalence classes, covers questions on Problem Set 4, discusses online and encoding corpora, includes a brief Q and A with Michael Good, voice-leading, and introduces Problem Set 6.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu
    Support OCW at http://ow.ly/a1If50zVRl

    We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed.
    More details at https://ocw.mit.edu/comments.



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    1 hr 10 min
  • Protected Attributes and 'Fairness through Unawareness,' Exploring Fairness in Machine Learning

    MIT RES.EC-001 Exploring Fairness in Machine Learning, Spring 2020
    Instructor: Mike Teodorescu
    View the complete course: https://ocw.mit.edu/RES-EC-001S20
    YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP63IFQn8FklBOUhYVcmaxpOX

    Uploaded 01-10-20

    This video presents some examples of disparate treatment and disparate impact in the media. It will introduce protected attributes, cover examples of laws that govern protected attributes, and introduce the concept of fairness through unawareness.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu
    Support OCW at http://ow.ly/a1If50zVRlQ

    We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed. More details at https://ocw.mit.edu/comments.



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    9 min
  • Video 6b: Representations of Ontologies: Craig Sapp’s Rosetta Stone

    MIT 21M.383 Computational Music Theory and Analysis Spring 2023
    Instructor: Michael Scott Asato Cuthbert
    View the complete course: https://ocw.mit.edu/courses/21m-383-computational-music-theory-and-analysis-spring-2023/
    YouTube Playlist: https://www.youtube.com/playlist?list=PLUl4u3cNGP62vSB2sI0W8lQFKsmS2-A6R

    Uploaded 15-10-25

    Representations of music are all different but similar. Craig Sapp’s “Rosetta Stone” helps to move between these representations.

    License: Creative Commons BY-NC-SA
    More information at https://ocw.mit.edu/terms
    More courses at https://ocw.mit.edu
    Support OCW at http://ow.ly/a1If50zVRl

    We encourage constructive comments and discussion on OCW’s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed.
    More details at https://ocw.mit.edu/comments.



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    19 min

About MIT OpenCourseWare: Free Courses from the institute

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A free and open online publication of educational material from thousands of MIT courses, covering the entire MIT curriculum, ranging from introductory to the most advanced graduate courses. On the…