Datumo, Author at Datumo-All in one data solution

Chunking & Indexing Data

Indexing is essential for effectively searching chunked data. It refers to the process of storing chunked data in a database in a way that allows for efficient retrieval. Indexed data enables quick similarity comparisons with search queries, helping the system...

January 3, 2025

Insight

Structured Data Explained: A Beginner’s Guide

What is Data Structuring? In our previous article, we explored RAG (Retrieval-Augmented Generation) as a new approach to LLM training. RAG operates like an open-book test, utilizing external data to retrieve and generate accurate responses. The performance of RAG heavily...

December 23, 2024

Insight

Human Alignment & RLHF

For generative AI to become a truly valuable tool for humans, it must go beyond simply learning data—it needs to understand human intent and respond in ways that align with human expectations. The key to achieving this lies in Human...

December 18, 2024

Insight

Genie 2, by Google

Imagine bringing your own virtual world to life with nothing more than a single image, a brief description, or a photograph. This is the transformative power of Genie (Generative Interactive Environment), a revolutionary model introduced by Google this February. Now,...

December 12, 2024

Insight

How Far Has AI Come? – The Rise of Multimodal AI

Keeping up with the rapid pace of AI advancements can be challenging, especially with generative AI at the forefront. Generative AI, familiar to many through tools like ChatGPT, is breaking new ground by processing and generating not just text, but...

December 9, 2024

Tech

Better LLM? Think on Graph! – 2

Let’s begin today’s letter by stepping once again into a colossal library. Surrounded by endless shelves of books, we pose the same question as before: “What are the key trends in the tech industry?” In our previous Tech Letter, we likened Graph RAG to a...

December 6, 2024

Tech

RAG, but Better: Graph RAG – 1

Imagine stepping into a colossal library, its shelves stretching endlessly, filled with books. You ask, “What are the key trends in the tech industry?” Now, picture the librarian not only finding relevant books but also summarizing all the tech-related resources in...

November 21, 2024

Insight

REPOCOD: Can Language Models Replace Programmers?

The assumption that “AI can surpass human capabilities” is no longer surprising. It’s now seen more as a question of when, rather than if. From autonomous driving to programming, AI is quickly catching up to, or even surpassing, human abilities....

November 15, 2024

Insight

LLM Agents: The Potential and Practicalities

With the rise of Large Language Models (LLMs), a new capability has emerged in the AI landscape: LLM agents. Distinct from traditional AI models that respond passively to isolated prompts, LLM agents are designed to function as dynamic, autonomous assistants....

November 11, 2024

Tech

G-EVAL: More-human-like NLG Evaluation

Evaluating quality text in the field of Natural Language Generation (NLG) has always been challenging. Assessing text quality to align with human intuition becomes particularly complex for creative or open-ended tasks. Traditional metrics like BLEU and ROUGE are useful for quantifying performance...

November 7, 2024

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Author: Datumo