Akash A DesaiAdvanced RAG: Extracting Complex PDFs containing tables & Text Using LlamaParseIn this blog, we’ll compare LangChain and LlamaIndex for better extraction of PDF data, especially those containing tables and text. Here’s…4 min read·May 25, 2024----
Akash A DesaiBeyond Boundaries: Summarizing Entire Books into Enlightening Insightsdifferent methods for summarising the entire book12 min read·Apr 8, 2024----
Akash A DesaiElevate Your Results: Enhancing LLM Capabilities with Instructor and LanceDBusing advanced rag methods such as hybrid search with reranker8 min read·Mar 31, 2024----
Akash A DesaiImproving RAG with Query expansion & reranking modelsExploring Rerankers such as Cross Encoders, Colbert v2 & FlashRank8 min read·Mar 5, 2024----
Akash A DesaiinLanceDBBetter RAG with LOTR-Lord of RetrieverImplementing LOTR merger retriever & solving the ‘Lost in the Middle’ Challenge in RAG Systems7 min read·Dec 21, 2023--1--1
Akash A DesaiinLanceDBHybrid Search: Combining BM25 and Semantic Search for Better Results with LanHave you ever wondered how search engines find exactly what you’re looking for? Most often a combination of keyword matching and semantic…4 min read·Dec 9, 2023--2--2
Akash A DesaiinLanceDBAdvanced RAG: Precise Zero-Shot Dense Retrieval with HyDEIn the world of search engines, the quest to find the most relevant information is a constant challenge. Researchers are always on the…7 min read·Nov 28, 2023----
Akash A DesaiinLanceDBBetter RAG with Active Retrieval Augmented Generation FLAREWelcome to our deep dive into Forward-Looking Active Retrieval Augmented Generation (FLARE), an innovative approach enhancing the accuracy…7 min read·Nov 18, 2023----
Akash A DesaiinLanceDBOptimizing LLMs: A Step-by-Step Guide to Fine-Tuning with PEFT and QLoRAA Practical Guide to Fine-Tuning LLM using QLora14 min read·Sep 28, 2023--1--1
