Back

HEMANT GHUGE

Problem Zeroth, Tech... • 5m

Most people think of RAG (Retrieval-Augmented Generation) as a text-only thing. But when we apply it to images, it unlocks serious potential — especially in safety, retail, and surveillance. I recently explored Vision-RAG using Weaviate + LangChain to enable text-to-image retrieval from large camera datasets. Here’s a simplified breakdown: 🧠 Query: “Show me all images with a broken bumper” 🔍 Weaviate retrieves semantically matched images (via CLIP embeddings) 🖼️ GenAI or Vision models add context, summaries, or auto-tags 💡 Outcome: Faster QA, visual analytics, or even chatbot interfaces for cameras It’s like giving memory and understanding to your visual data. Would love to hear how others are using RAG outside of just documents.

Reply
4
10

More like this

Recommendations from Medial

Saswata Kumar Dash

Buidling FedUp| AI R... • 6m

🚨 Everyone says "RAG is dead" — but I say: It’s just been badly implemented. I’ve worked on AI systems where Retrieval-Augmented Generation (RAG) either changed the game… or completely flopped. Here’s the hard truth 👇 --- 🤯 Most teams mess up

See More
Reply
5
Image Description

vamsidhar Reddy

CEO and Founder at E... • 1y

Generative AI tools enable the creation of text and visual content such as images and videos.

1 Reply
2

Yogesh Jamdade

..... • 9m

How RAG Gen AI Helps Businesses Retrieval-Augmented Generation (RAG) enhances AI by combining real-time data retrieval with generative models, making it highly effective for businesses. Key Benefits: Better Decision-Making – Provides real-time ins

See More
Reply
6

Rohit joshi

Dev dev dev • 9m

🚀 New Video Alert! 🎉 We've just released a tutorial on building a Retrieval-Augmented Generation (RAG) application using Ollama and Microsoft's Phi-3 model. Key Points: Ollama:A platform that enables running large language models locally, enhanc

See More
Reply
3

Rahul Agarwal

Founder | Agentic AI... • 15d

Turn your laptop into a powerful RAG engine. The world’s smallest vector database. I've explained below. If you’re building RAG today, you’re facing a brutal reality: 𝗖𝗹𝗼𝘂𝗱 𝘃𝗲𝗰𝘁𝗼𝗿 𝗗𝗕𝘀 𝗮𝗿𝗲 𝗲𝘅𝗽𝗲𝗻𝘀𝗶𝘃𝗲 and 𝗼𝗻-𝗽𝗿𝗲𝗺𝗶𝘀𝗲

See More
Reply
1
7
Image Description
Image Description

Chetan Bhosale

Software Engineer | ... • 1y

💡 5 Things You Need to Master for learn for integrating AI into your project 1️⃣ Retrieval-Augmented Generation (RAG): Combine search with AI for precise and context-aware outputs. 2️⃣ Vector Databases: Learn how to store and query embeddings for e

See More
3 Replies
7
9

Sheikh Ayan

Founder of VistaSec:... • 3m

🎨 Top 20 AI Tools for Graphic Design (2025) 🚀 Boost creativity & save time with these trending AI design tools: 1️⃣ ✨ Adobe Firefly – Smart image generation 2️⃣ 🎨 Canva Magic Studio – AI layouts & editing 3️⃣ 🖌️ Figma AI Assist – Auto design su

See More
Reply
1

Aroneo

| Technologist | ML ... • 10m

In the ever-evolving AI landscape, a new player is making waves — Deepseek. While OpenAI, Google DeepMind, and Meta AI have been dominant forces, Deepseek is emerging as a formidable contender in the AI race.The recent buzz around Deepseek stems from

See More
Reply
3
Image Description
Image Description

Akash subramani

Genai intern • 2m

Over the last few weeks, I had the opportunity to intern at Value Health, where I dived deep into the world of Generative AI and semantic understanding for healthcare. From exploring contextual embeddings and knowledge graphs to optimizing retrieval

See More
1 Reply
19
28
1
Image Description

Turubati Abhishek

Hey I am on Medial • 12d

Excited to share my latest project! ​I am working on a project titled "Intelligent Vision-Driven Document Assistant with Agentic RAG." ​The goal is to transform static, unstructured PDFs (like financial reports) into interactive knowledge assets. In

See More
1 Reply
6

Download the medial app to read full posts, comements and news.