LightRAG is an innovative approach based on GraphRAG that combines the attributes of Knowledge Graphs with embedding based retrieval systems to be fast as well as performant, achieving SOTA results. ...
Introduction to Speech to Speech: Most Efficient Form of NLP
We often take out our phones and say, “Hey Siri, play Perfect by Ed Sheeran” or “Ok Google, set an alarm at 7.30 in the morning.” And the work is done on the flow by our phones! But have you ever ...
ColPali: Enhancing Financial Report Analysis with Multimodal RAG and Gemini
ColPali multimodal RAG offers a novel approach for efficient retrieval of elements such as images, tables, charts, and texts by treating each page as an image. This method takes advantage of Vision ...
Retrieval Augmented Generation – RAG with LLMs
In today's information age, we're constantly bombarded with questions. Whether it's researching a historical event, troubleshooting a tech issue, or simply satisfying our curiosity, finding the right ...
Fine-Tuning LLMs using PEFT
Large Language Models (LLMs) have taken the world by storm, demonstrating an uncanny ability to understand and generate human language. However, while they excel at grasping general language patterns, ...
Deciphering LLMs: From Transformers to Quantization
This article is the first part of the Mastering LLMs series, Here we will discuss what LLMs are, their use cases, and the tasks they perform. We will also explain the underlying Transformer ...
