Great Visualization of Resilient 3-Tier Architecture on AWS!
Curiosity: How can you gain practical AWS experience? What鈥檚 better than building To-do apps for learning cloud architecture?
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馃攰 Create your own LLM RAG application in just 3 days using this hands-on roadmap crafted from the best free resources!
Curiosity: How can we build a production-ready RAG application quickly? What鈥檚 the fastest path from basics to advanced RAG implementation?
馃挕 CRAG (Comprehensive RAG) is a new RAG benchmark dataset
Curiosity: How can we create a realistic benchmark for RAG systems? What makes CRAG more challenging than existing datasets?
Tools for Building LLM Applications
Curiosity: What tools and frameworks are essential for building LLM applications? How do we navigate the rich landscape of available technologies?
5 techniques to fine-tune LLMs, explained visually!
Curiosity: However, the development of some innovative methods have transformed this process.
Microsoft's AgentEval seems like a promising tool to assist with this!
馃 As a generative AI practitioner, I spend a good chunk of time developing task-specific metrics for various tasks/domains and use-cases.
10 Essential Components of a Production Web Application.
Curiosity: What components are essential for building production-ready web applications?
馃攭 Meta's latest "CoPE" (Contextual Position Encoding)
Curiosity: How can we improve positional encoding to handle higher levels of abstraction?
RAG or Fine Tuning? Fine-tune Embedding models for Retrieval Augmented Generation (RAG)
For customizing LLMs, in addition to RAG, another optimization technique is fine-tuning.
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