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Unit 8: Decision Analysis 2, Video 2: Decision Trees
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Lecture 17: The Linear Model
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Session 4-1: Networked Geothermal: The European Experience
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Unit 10: Utility Analysis and Multidimensional Evaluation, Video 2: Diminishing Marginal Utility
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Session 8-3: Thermal Energy Network Evolution of the Penn South Community in Manhattan
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Lecture 9: Building Energy Policies
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Unit 10: Utility Analysis and Multidimensional Evaluation, Video 3: Conditions for Value Function
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Session 1-3: Health Impacts of Methane ("Natural") Gas Systems
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Unit 9: Value of Information, Video 2: Value of Test
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Lecture 08: Moments of Distribution
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Session 7-3: Techno-Economic Modeling of GENs with HEATNETS Model
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Unit 10: Utility Analysis and Multidimensional Evaluation, Video 6: Dominated Solutions
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Session 5-3: Introduction to Design of GENs
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Lecture 2: Cities and Decarbonization
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Unit 5: Mechanics of Simulation, Video 1: Concept—What Is Needed
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Session 8-2: Framingham, Massachusetts UTEN Pilot Project Overview
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Unit 11: LNG Case 3, Video 4: Learning effects
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Lecture 09: Expectation, Variance, and Introduction to Regression
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Session 6-2: Emerging Code and Standards for Ambient Temperature Loops
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Unit 2: The Forecast is Always wrong, Video 5: Flaw of Averages 1-the Concept
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Session 5-2: Differences Between Geothermal Heat Pumps and GEN
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Lecture 12: Cities, Future Fossil Fuel Use, CCUS, and Nuclear Energy
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Unit 2: The Forecast is Always wrong, Video 6: Flaw of Averages 2-the Consequences
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Session 3-4: Geothermal Energy Networks: Transforming Our Thermal
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Unit 2: The Forecast is Always wrong, Video 3: Porcupine Graphs
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Lecture 06: Joint, Marginal, and Conditional Distributions
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Session 4-2: Deploying Geothermal Networks At City and Country Scale: Utility Perspective on Scaling
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Unit 11: LNG Case 4, Video 5: Final Analysis
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Session 1-2: Carbon Reduction Pathways for Building Stocks
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Lecture 11: Cities and Industrial Emissions
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Unit 10: Utility Analysis and Multidimensional Evaluation, Video 5: There's No Valid Group Utility
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Session 8-1: ATL District Systems Overview
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Unit 5: Mechanics of Simulation, Video 3: Outcomes and Target Curves
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Lecture 22: Experimental Design
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8-4: Intro to the MIT Thermal Energy Networks Plan for Rapid, Cost-Effective Campus Decarbonization
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Unit 9: Value of Information 5, Video 5: Is Test Worthwhile?
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Session 2-1: An Ecological View of the Energy Transition
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Lecture 10: Cities and the Idea of Energy Efficiency
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Unit 8: Decision Analysis 1, Video 1: Advantages
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Session Introduction: Geothermal Energy Networks: Transforming Our Thermal Energy System
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Unit 10: Utility Analysis and Multidimensional Evaluation, Video 4: Consequences
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Lecture 10: Special Distributions
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Session 3-3: The (Geo) Thermal Energy Networks: U.S. Policy Landscape
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Unit 7: Drivers of Flexibility, Video 2: Economies of Scale
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Session 7-2: Learning from Geothermal Energy Networks
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Lecture 8: Buildings and Energy Efficiency
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Unit 2: The Forecast is "Always" wrong, Video 4: Common Forecasting Process Inherently Flawed
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Session 4-4: Expanding Geothermal Energy Networks at a Global Scale
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Unit 11: LNG Case 1, Video 2: Introduction
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Lecture 18: The Multivariate Model
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Session 3-1: Policy Case Study on the WARMTH Act
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Unit 4: Parking Garage Case Example, Video 2: Logic of Analysis
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Session 2-2: How GENs Can Meet Environmental Justice Priorities
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Lecture 15: Cities and the Grid
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Unit 2: the Forecast is always wrong, Video 1: Cost Estimates
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Session 6-3: Introduction to Drilling Geothermal Boreholes
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Unit 4: Parking Garage Case Example, Video 5: Design to Manage Uncertainties
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Lecture 18: Discrete Symmetries
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Session 2-3: How GENs Arose out of Moms Organizing to Protect Their Children's Future
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Unit 5: Mechanics of Simulation, Video 5: Physical Situation
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Session 6-4: Constructing and Commissioning of a GEN
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Lecture 14: Cities and Renewable Energy, part 2: Solar
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Unit 8: Decision Analysis 5 Video 5: Retrospective Overview
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Session 5-1: Introduction to Geothermal Heat Pumps
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Unit 10: Utility Analysis and Multidimensional Evaluation, Video 1: Is Optimization Possible?
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Lecture 9: Path Integral Formalism for QFT; Computation of Time-Ordered Correlation Functions
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Session 4-3: Business Models for Community Networked Geothermal Heating and Cooling
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Unit 2: The Forecast is ‘Always’ wrong, Video 2: Demand Forecasts
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Session 1-1: A Systems View of the Energy Transition and Role of Methane Emissions
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Lecture 6: Cities and Transport Systems
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Case Study: Identifying and Mitigating Unintended Demographic Bias in Machine Learning for NLP
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Class 15 Video: Encoding Corpora and Voice Leading
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Protected Attributes and 'Fairness through Unawareness,' Exploring Fairness in Machine Learning
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Lecture 11: Computation of Correlation Functions in Perturbation Theory and Feynman Diagrams
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Video 6b: Representations of Ontologies: Craig Sapp’s Rosetta Stone
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Exploring Fairness in Machine Learning: Background
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Video 22b: Problem Sets 7-8: Working and Composing with Scales, Chords, and Roman Numerals
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19. Cholesterol Biosynthesis 1
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9. Translating Technology Into the Clinic
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Case Studies with Data: Mitigating Gender Bias on the UCI Adult Dataset
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Class 5 Video: Music Representation (II)
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Video 7a: Unlocking Duration and Note Objects in music21
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4. Risk Stratification, Part 1
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USAID Appropriate Use Framework, Exploring Fairness in Machine Learning
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Lecture 13: Introducing the Dirac Equation
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Class 28 Video: Feature Extraction and Machine Learning (II)
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Video 12d: How to Work with Ties in music21
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22. Regulation of Machine Learning / Artificial Intelligence in the US
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Fairness Criteria, Exploring Fairness in Machine Learning
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Video 22c: Algorithmic Improvisation: Intro to George Lewis
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Video 6a: Music Representation (III): Unlocking Pitch in music21
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Lecture 19: Counterculture and Physics
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6. Physiological Time-Series
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Solar Lighting Example, Exploring Fairness in Machine Learning
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Class 27 Video: Feature Extraction and Machine Learning
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Video 9c: Interview with Michael Good on MusicXML
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5. Risk Stratification, Part 2
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Pulmonary Health Case Study: Bias Exploration, Exploring Fairness in Machine Learning
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Lecture 24: Elementary Processes in QED (I)
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Video 10a: Review: Equivalence Classes and OPTIC
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