What You Need to Know Before
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Starts 7 June 2025 16:49
Ends 7 June 2025
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44 minutes
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Overview
Explore the critical role of open-source models in AI development, focusing on API access, open weights, and community-driven innovation for advancing foundation model research.
Syllabus
- Introduction to Foundation Models
- Role of Open-Source in AI Development
- Open Weights and API Access
- Community-Driven Innovation
- Ethical and Legal Considerations
- Tools and Platforms for Open-Source AI
- Advancing Foundation Model Research
- Practical Workshop
- Final Project
- Conclusion
Definition and Characteristics
Historical Development and Milestones
Advantages of Open-Source AI Models
Notable Open-Source AI Projects
Understanding Open Weights
Significance of Open APIs
Case Studies: Successful Implementations
The Power of Collaborative Development
Platforms for Collaboration and Sharing
Success Stories: Community Contributions Impacting Research
Intellectual Property and Licensing in Open-Source AI
Balancing Transparency with Security
Popular Frameworks and Libraries
Tools for Model Training and Deployment
Current Trends and Future Directions
Open Challenges and Opportunities in Research
Hands-On Session with Popular Open-Source Models
Building and Evaluating a Simple Foundation Model
Designing an Open-Source AI Solution
Presentation and Peer Review
Recap of Key Concepts
Future Implications for AI and Society
Subjects
Data Science
