PinnedRyan NguyenAll of my LLM and RAG ArticlesThis post contains all the articles in my Medium and I will keep updating it here for you to easy to look up the post you need.·1 min read·Jan 7, 2024--1--1
Ryan NguyeninLevel Up CodingLive Indexing for RAG: A Guide For Real-Time Indexing Using LlamaIndex and AWSStep-by-Step Implementation: Building a Real-Time Indexing of Vector Database with LlamaIndex and AWS (and Pathway)·11 min read·Jan 8, 2024--2--2
Ryan NguyeninTowards AIRAG in Action: Beyond Basics to Advanced Data Indexing TechniquesDocument Hierarchies, Knowledge Graphs, Advanced Chunking Strategies, Multi Retrieval, Hybrid Search, Reranking, Trade-offs and more·16 min read·Dec 24, 2023--3--3
Ryan NguyeninLevel Up CodingA Guide to Processing Tables in RAG Pipelines with LlamaIndex and UnstructuredIOFrom PDF to HTML: Streamlining Table Extraction for Robust RAG Implementations. A better way (yet) ?·10 min read·Dec 17, 2023--2--2
Ryan NguyeninTowards AIOpenAI Assistant vs RAG Part 1: Significant Limitations and PossibilitiesToo soon to say Open AI kills the entire RAG and API-oriented app. Given a few iterations they may get there. Eventually? Or will they?·11 min read·Nov 20, 2023--1--1
Ryan NguyeninLevel Up CodingEnhancing RAG through LlamaIndex’s Blueprint for Effective Embedding and LLM Fine-Tuning.Upgrading RAG Performance with LlamaIndex’s Guide to fine-tuning options, when to use it, how to use it correctly and the best practices.·13 min read·Oct 25, 2023--1--1
Ryan NguyeninPython in Plain English7 Fine-Tuning Strategies for LLM: Techniques, Tips and Best PracticeEssential techniques for enhancing fine-tuning of LLM. Deep dive best practice, tips for driving optimization and performance.·8 min read·Oct 21, 2023----
Ryan NguyeninTowards AIRAG Pipeline Pitfalls: The Untold Challenges of Embedding TableA typical journey of building the RAG pipeline from Zero to Something and a guide on handling tables of RAG with LlamaIndex·9 min read·Oct 8, 2023--3--3
Ryan NguyeninTowards AIThis is what I’d do if I could learn how to build LLM from scratch.What if start from absolute zero, knowing what I know now? Where would I begin? How would I tackle each challenge?·9 min read·Oct 3, 2023--3--3
Ryan NguyeninBetter ProgrammingLlamaIndex: How To Evaluate Your RAG (Retrieval Augmented Generation) ApplicationsClassic 10k reports with Australian real estate market reports to demonstrate the end-to-end evaluation process·14 min read·Sep 27, 2023--2--2