- Introduction
- How to Use This Knowledgebase
- Models
- Tools
- Workflows
- Conferences and Papers
- Additional Resources
- Guides
- Contributing
- Case Studies
- Tutorials
- Glossary
- FAQ
- Community Contributions
This knowledgebase serves as a foundational resource for exploring the vast and dynamic field of artificial intelligence. It covers a broad spectrum of topics, from AI model development and performance optimization to the latest tools and workflows in AI research and application. Aimed at fostering a deep understanding and practical skills among AI practitioners, this repository is curated to support both beginners and experienced professionals in navigating the complexities of AI solutions building.
Navigating this knowledgebase is straightforward:
- Start with the Table of Contents: Identify the section that best matches your interest or requirement.
- Use the Search Feature: If you're looking for something specific, use the GitHub search function with relevant keywords.
- Consult the Glossary: For definitions of AI-related terms and concepts.
- Explore Guides and Tutorials: For step-by-step instructions and deeper insights into using AI tools and models.
- Check FAQs: For quick answers to common questions.
This section delves into the intricacies of AI models, covering everything from the basics of inference and performance to advanced training techniques and visionary models.
Discover the tools that drive AI innovation, including LlamaIndex for complex query resolution and more. Each tool is detailed with its use case, benefits, and links to additional resources.
Learn about the workflows that streamline AI development, such as agents and RAG. This section provides a comprehensive overview of each workflow with practical examples and further reading links.
Stay updated with the latest in AI research through our curated list of conferences and seminal papers. This section highlights key findings and trends in the AI field, including notable conferences like NeurIPS 2023.
Discover Conferences and Papers
Dive deeper with notes on AI topics, and visualize concepts with the pics directory, featuring diagrams and screenshots that complement our guides and explanations.
A guide to efficiently finding information within this knowledgebase, leveraging the Table of Contents, search features, and the Glossary.
A practical guide on applying the tools and models featured in this knowledgebase, from setup to execution.
We welcome contributions! If you have suggestions for additions, corrections, or updates, please see our contributing guidelines.
Explore real-world applications of AI models and tools, providing insights into challenges, solutions, and outcomes.
Step-by-step tutorials for using specific models, tools, or methodologies detailed within the knowledgebase.
A comprehensive list of key terms and concepts in the AI field, aiding understanding for beginners and experts alike.
Quick answers to frequently asked questions about AI solutions building, aimed at resolving common queries swiftly.
A section dedicated to contributions from the community, including user-generated guides, tool reviews, and model evaluations.