Generative AI for Climate Change in Financial Services
Thank you for enrolling into the course!
Welcome to Generative AI for Climate Change
▶️ A Welcome from Huy Nguyen Trieu, Co-Founder of CFTE
A Welcome from senior lecturer - Amit Agrawal
Join our Global Community!
Preliminary Survey - Getting Started
▶️ Definition of Generative AI
🎮 Quizlet Exercise | Match the AI Terminology
📚 Readings
▶️ Differences between Traditional Machine Learning and Generative AI
📚 Readings
✍ Self Assessment
▶️ Transformers : A Revolutionary Breakthrough
📚 Readings
▶️ Scaling transformers
📚 Readings
▶️ LLMs as a new human/machine interface
📕 Week 1 Handbook
✍ Self Assessment
Welcome to Week 2
▶️ Model Providers
📚 Readings
📐 Quizlet Exercise | Find the Model Providers
▶️ Infrastructure Providers
📚 Readings
📐 Quizlet Exercise | Find the Infrastructure Providers
▶️ Application Providers
📐 Quizlet Exercise | Match the Application Providers
CAT Framework
Project Introduction
📕 Project Handbook
Project Tools
Project Instructions
Project Conclusion
Project Introduction
📕 Project Handbook
Project Tools
Project Instructions
Project Conclusion
📕 Week 2 Handbook
✍ Self Assessment
Welcome to Week 3
▶️ Introduction and Background of Climate Change
Current landscape of Generative AI in Climate Change
📚 Readings
Current challenges in Climate Action
📚 Readings
Traditional vs AI-driven Approach
Congratulations
📕 Week 3 Handbook
✍ Self Assessment
Welcome to Week 4
Framework of Generative AI in Climate Change
📚 Readings
Practical Applications and Strategy
📚 Readings
Case Study: Generative AI in climate risk analysis
Case Study: Optimising Energy Consumption in City
Case Study: Earth-2 and Geospatial
📚 Readings
Congratulations
📕 Week 4 Handbook
✍ Self Assessment
Welcome to Week 5
Navigate key Generative AI tools
📚 Readings
Hands-on project: Understanding Climate Change Concepts
Hands-on project: Reporting Analysis with ChatGPT
Hands-on project: Carbon Footprint Calculation
Role of Cloud in Climate Action
Congratulations
📕 Week 5 Handbook
✍ Self Assessment
Welcome to Week 6
Advantages / Key Success Factors of AI implementation in Climate Action
Need for Global AI Regulations
📚 Readings AI Regulations
The Story behind
FEAT Principles
Fairness
Ethics
Accountability
Transparency
✍ Self Assessment FEAT
Project MindForge
Executive Summary - Emerging Risks and Opportunities of Generative AI for Banks
Key Goals of the MindForge Framework
Handling Hallucinations in Generative AI
Intellectual Property (IP) Considerations in GenAI
Emerging Risks and Opportunities of Generative AI for Banks
✍ Self Assessment
Risks & Challenges
Ethical issues in Generative AI in Climate Action
📚 Readings
Congratulations
📕 Week 6 Handbook
✍ Self Assessment
Future Outlook
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