🚀 We've just open-sourced Embedding Atlas – a tool for exploring large embedding spaces through rich, interactive visualizations 📊.

9 Multimodal Chain-of-Thought methods ▪️ KAM-CoT ▪️ Multimodal Visualization-of-Thought (MVoT) ▪️ Compositional CoT ▪️ URSA ▪️ MM-Verify ▪️ Duty-Distinct CoT ▪️ Multimodal-CoT ▪️ Graph-of-Thought ▪️ Hypergraph-of-Thought Save the list, and check this out for more info: huggingface.co/posts/Ksenia...

I just finished writing up my take on reasoning models: magazine.sebastianraschka.com/p/understand... Here, I 1. Discuss the advantages & disadvantages of reasoning models 2. Of course, describe and discuss DeepSeek R1 3. Describe the 4 main ways to building & improving reasoning models

Understanding Reasoning LLMs

Methods and Strategies for Building and Refining Reasoning Models

magazine.sebastianraschka.com

➡️ This package alleviates the headaches caused by loading relationships in parallel by appropriately grouping and batching the data before ingestion. 🔥 Loading time improvement 🔥 Decreased total ingestion times at high data volumes. Take a look: bit.ly/4gylsGL #Neo4j #graphdatabase

Use Neo4j Parallel Spark Loader to Improve Large-Scale Ingestion Jobs - Graph Database & Analytics

Alleviate headaches caused by loading relationships in parallel by appropriately grouping and batching the data before ingestion.

bit.ly

✨Entity resolution is essential for organizations dealing with large, complex datasets. +

What Is Entity Resolution? The Complete Guide - Graph Database & Analytics

Learn how entity resolution helps organizations match data records to real-world entities, discover hidden relationships and make better business decisions.

bit.ly

Microsoft Data Formulator Data Formulator is an AI-powered tool for analysts to iteratively create rich visualizations. Data Formulator combines user interface interactions (UI) and natural language (NL) inputs for easier interaction. github.com/microsoft/da...

📄🤖 PDF Q&A with Deepseek Create a production-ready AI chatbot that answers questions from PDFs using DeepSeek's LLM and LangChain's document processing. Features intelligent text processing, advanced reasoning, and an intuitive interface. www.youtube.com/watch?v=M6vZ...

ColPali is landed at @hf.co transformers and I have just shipped a very lean fine-tuning tutorial in smol-vision 🤠💗 QLoRA fine-tuning with 4-bit with bsz of 4 can be done with 32 GB VRAM and is very fast! ✨ github.com/merveenoyan/...

Struggling to keep up with new RAG variants? Here’s a cheat sheet of 7 of the most popular RAG architectures. Which variants did we miss?