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Classroom Contents
The Next Decade of Software Is About Climate - What Is the Role of ML?
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- 1 Introduction
- 2 The Age of AI
- 3 Bill Gates AMA
- 4 Sara Bergman
- 5 Agenda
- 6 Why Software and Climate
- 7 Machine Learning and Climate
- 8 Model size is exploding
- 9 State of AI
- 10 Carbon Footprint
- 11 Green Software
- 12 Green Software Foundation
- 13 Measuring Software
- 14 Carbon Efficiency
- 15 Quantification
- 16 Quantification Methods
- 17 Core Characteristics
- 18 Net Zero
- 19 SEI Score
- 20 Machine Learning Climate
- 21 Patterns
- 22 Life Cycle
- 23 Project Planning
- 24 Carbon Aware Features
- 25 Service Level Objectives
- 26 Data Collection
- 27 Data Hoarders
- 28 Data Green
- 29 The Next Phase
- 30 Graph
- 31 Training Models
- 32 Federated Learning
- 33 Optimizing Size
- 34 Time Shifting
- 35 Sustainable Regions
- 36 Hardware
- 37 Deployment Maintenance
- 38 Azure Machine Learning
- 39 Variable Power
- 40 Hosting Efficiency
- 41 Serverless Architecture
- 42 AI Models on the Edge
- 43 Where to Start
- 44 Summary
- 45 Free course
- 46 Questions
- 47 What about software in general
- 48 What is the Green Software Foundation doing
