What is RAG & Vector Search?

Retrieval-augmented generation, vector databases, embeddings and semantic search

Where can I learn RAG & Vector Search for free?

DeepCamp offers 4,322 free curated RAG & Vector Search lessons — from beginner-friendly introductions to advanced tutorials — all in one place, no account required.

What are the best RAG & Vector Search tutorials?

DeepCamp curates the best RAG & Vector Search tutorials from top YouTube educators and industry practitioners. You can filter by level (beginner, intermediate, advanced) and duration to find the right fit.

How long does it take to learn RAG & Vector Search?

It depends on your starting point and goals. Beginners can grasp fundamentals in 2–4 weeks with consistent study. DeepCamp organises RAG & Vector Search lessons by level so you can build skills progressively.

Is RAG & Vector Search a good career skill?

Yes — RAG & Vector Search is highly valued across tech, finance, healthcare, education and professional services. DeepCamp helps you build job-ready RAG & Vector Search skills with practical, real-world lessons.

Can beginners learn RAG & Vector Search?

Absolutely. DeepCamp has beginner-friendly RAG & Vector Search lessons that start with core concepts and build up gradually. No prior experience or paid subscription is required.

RAG & Vector Search Lessons — Free Learning

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago

Your RAG Pipeline is Probably Useless (And Mine Was Too)

Most RAG systems look great on paper. Clean data. Vector embeddings. Semantic search. State-of-the-art retrieval metrics. Continue reading on Stack Valley »

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago

Building a RAG PDF Chatbot From Scratch — The Complete Story

By Harshit Shastri | Final Year AI/ML Engineer, COER Continue reading on Medium »

Dev.to · Aditya Raut 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago

I Got Tired of Debugging Haystack RAG Pipelines Blind, So I Built a Diagnostics Engine

RAG pipelines fail in quiet ways. Retrieval drops. Documents go missing. Metadata gets corrupted...

Dev.to · Sonam 🔍 RAG & Vector Search ⚡ AI Lesson 4d ago

Build a Simple RAG App with Telnyx AI Inference

RAG is one of those patterns that sounds more complicated than it has to be. At its core,...

Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

Production RAG Systems — 7 Lessons We Learned the Hard Way

Building a RAG demo takes an afternoon. Building a RAG system that works reliably in production — handling thousands of real business… Continue reading on Towar

Medium · LLM 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

Production RAG Systems — 7 Lessons We Learned the Hard Way

Building a RAG demo takes an afternoon. Building a RAG system that works reliably in production — handling thousands of real business… Continue reading on Towar

Towards Data Science 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

Water Cooler Small Talk, Ep. 11: Overfitting in RAG evaluation

Why memorizing for the exam doesn't mean you understand the subject The post Water Cooler Small Talk, Ep. 11: Overfitting in RAG evaluation appeared first on To

Towards Data Science 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

Amplify the Expert: A Philosophy for Building Enterprise RAG

Enterprise Document Intelligence [Vol.1 #M1] - The thesis behind every architectural choice in this series The post Amplify the Expert: A Philosophy for Buildin

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

Does 90% of a RAG Project Have Nothing to Do With the Model?

I increasingly think RAG projects have a strange habit: whenever the system gives a wrong answer, the first suspect is always the model. Continue reading on Med

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

Building UniQuery: Designing an AI-Powered University Query Management System Using RAG, Machine…

“The real challenge in AI isn’t generating text — it’s generating trustworthy answers.” Continue reading on Medium »

Medium · AI 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

10 GenAI Techniques for Integrating a RAG Pipeline with Enterprise Data Warehouses

Practical GenAI patterns for connecting RAG systems with enterprise-scale data platforms Continue reading on Medium »

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 5d ago

I Built a RAG System That Detects Its Own Hallucinations

Most RAG pipelines generate an answer and ship it. This one generates, critiques, rewrites, and tries again — until it’s confident or… Continue reading on Mediu

Dev.to · Saurabh "Rob" Dahal 🔍 RAG & Vector Search ⚡ AI Lesson 6d ago

I Let My AI Agent Build a Bedrock RAG Knowledge Base, Here Are the 2 Mistakes the AWS Agent Toolkit Caught

Provisioning a Bedrock RAG knowledge base with S3 Vectors, without the hallucinated API calls. If...

Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 6d ago

The New Era of Retrieval: Evaluating Vectorless RAG and Pipeline Resilience

As AI architectures move beyond embedding-based search, the battleground shifts from optimization to data integrity. Here is how to defend… Continue reading on

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 6d ago

I Built a RAG Back end in Django on PostgreSQL 18 + Windows. Here’s Every Way It Broke

Everyone says RAG is five easy steps. It was five steps plus a guided tour of every way PostgreSQL can betray you on Windows. Continue reading on Medium »

ArXiv cs.AI 🔍 RAG & Vector Search 📄 Paper ⚡ AI Lesson 6d ago

To Isolate or to Score? Model-Adaptive Assessment for Cost-Efficient Multi-Agent RAG

arXiv:2606.25191v1 Announce Type: new Abstract: Multi-agent document assessment for retrieval-augmented generation is computationally expensive, driving practit

Medium · Python 🔍 RAG & Vector Search ⚡ AI Lesson 6d ago

The 5 RAG Architectures and Exactly When to Use Each One in Production

A deep, practical breakdown of every retrieval pattern worth knowing, with LangGraph and LlamaIndex. Continue reading on Towards AI »

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Why Your PDF Answers Are Wrong: The Chunking Problem in RAG

When a RAG system returns a wrong or incomplete answer from a PDF, the instinct is to blame the model. Usually the real culprit is… Continue reading on Medium »

Towards Data Science 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Retrieval Is Filtering, Not Search: A Mental Model for Enterprise RAG

Enterprise Document Intelligence [Vol.1 #7A] - Stop searching strings. Filter line_df and toc_df. Pick anchors small, expand context large The post Retrieval Is

Dev.to · Santanu Mohanta 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

I added a reranker to my RAG pipeline — it broke everything, then I fixed it

In v2 I added hybrid retrieval (FAISS + BM25) to fix keyword blindspots. All 19 test questions...

Medium · LLM 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Why Your RAG System Gives Wrong Answers (And Why You Can’t Tell Which Part Broke)

A user reports a wrong answer from your RAG system. You open the trace. The answer reads fine. It’s confident, it’s fluent, the sentence… Continue reading on Me

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Why Your RAG System Gives Wrong Answers (And Why You Can’t Tell Which Part Broke)

A user reports a wrong answer from your RAG system. You open the trace. The answer reads fine. It’s confident, it’s fluent, the sentence… Continue reading on Me

ArXiv cs.AI 🔍 RAG & Vector Search 📄 Paper ⚡ AI Lesson 1w ago

Only Ask What You Don't Know: Grounded Delta Planning for Efficient Multi-step RAG

arXiv:2606.22681v1 Announce Type: cross Abstract: Multi-hop question answering remains challenging for Retrieval-Augmented Generation (RAG) because existing app

ArXiv cs.AI 🔍 RAG & Vector Search 📄 Paper ⚡ AI Lesson 1w ago

When Confidence Takes the Wrong Path: Diagnosing Retrieval-State Lock-In in RAG

arXiv:2606.22728v1 Announce Type: cross Abstract: The trustworthiness of a retrieval-augmented generation (RAG) system depends on more than the answer it return

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

What a single zero score taught me about retrieval

Building a RAG system is easy. Proving you can trust it is harder. Here’s how I built an evaluation pipeline using real SEC filings… Continue reading on Medium

Dev.to · Lois-Kleinner 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

I built research - Document 04 ? RAG and Knowledge Retrieval in 2 months. Zero cloud. Zero compromise.

**research - Document 04 ? RAG and Knowledge Retrieval** --- ## The Problem This document presents the design and evaluation of the Retrieval-Augmented Generati

Towards Data Science 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

When RAG Users Ask Vague Questions: Clarify Once, Learn the Default

Enterprise Document Intelligence [Vol.1 #6bis] - Ask one focused clarification, learn the default from the answer, stay silent next time The post When RAG Users

Dev.to · surajrkhonde 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Phase 1: Document Ingestion - The Hidden Complexity Before Embeddings

The Complete Story: Why Most RAG Systems Fail Before They Start The Story...

Dev.to · Pallavi Sharma 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Why My RAG App Kept Hallucinating (and How I Fixed It)

A few months ago I was demoing my RAG-powered support bot to a colleague, feeling pretty confident...

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

I Rebuilt My RAG Pipeline on Microsoft Foundry. Here’s What Changed.

For the last two years, every retrieval-augmented generation pipeline I’ve built has followed the same painful pattern: stand up a vector… Continue reading on M

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

From RAG Demo to Production: What It Actually Takes to Serve Millions of Users

Building a retrieval-augmented conversational AI that real enterprises depend on is a very different problem than building one that demos… Continue reading on M

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Building an Enterprise RAG System for Security Analytics: Architecture and Evaluation

A technical walkthrough of a production-patterned RAG pipeline built for security analytics — the design decisions, the evaluation… Continue reading on Medium »

Towards Data Science 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Reconstructing the Table of Contents a PDF Forgot to Ship, So RAG Can Scope by Section

Enterprise Document Intelligence [Vol.1 #5septies] - When a PDF prints a contents page but exposes no outline, two ways to turn it back into structure, plus the

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Your RAG Pipeline Is Bleeding Memory — TurboVec Might Be the Fix

How a Rust-based open-source project built on Google Research’s TurboQuant is making vector search faster, smaller, and fully local Continue reading on Medium »

Medium · LLM 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

RAG Pipeline: Complete Node.js Implementation Guide

Build production RAG systems in Node.js — Know where it breaks, why it works, and when to use it Continue reading on Medium »

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

RAG Pipeline: Complete Node.js Implementation Guide

Build production RAG systems in Node.js — Know where it breaks, why it works, and when to use it Continue reading on Medium »

Dev.to · Vishwajeet Kondi 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Knowledge Graphs: The Missing Piece in Most RAG Systems

If you've been exploring AI agents recently, chances are you've come across RAG (Retrieval-Augmented...

Dev.to · zhongqiyue 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

I built a code Q&A bot with RAG – what worked and what failed

A few months ago, our team had a problem: every new developer spent days digging through scattered...

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

RAG

Retrieval-Augmented Generation (RAG) confused me at first. Once I learned the concept, I realized the core idea is simple, even if the… Continue reading on Medi

Dev.to AI 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

I Spent $500 on RAG Infrastructure Before Realizing These 7 Mistakes Were Killing My Results

I Spent $500 on RAG Infrastructure Before Realizing These 7 Mistakes Were Killing My Results I built a RAG pipeline for private document search. It cost me $500

Dev.to · DatanestDigital 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Choosing a Vector Database in 2026: pgvector vs Pinecone vs Qdrant vs Weaviate

A practical comparison of the main vector database options for RAG and semantic search — pgvector, Pinecone, Qdrant, and Weaviate — with the trade-offs that act

Dev.to · surajrkhonde 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

RAG Pipeline: The Uncle-Nephew Complete Learning Guide

How to Build Systems That Actually Know Your Data (Not Hallucinate About It) ...

Dev.to · xu xu 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

How Japan’s Research Labs Are Building RAG Systems That Actually Work — And What Western Teams Keep Getting Wrong

Your vector database is returning relevant chunks. Your embedding model scores 0.89 on retrieval...

Dev.to AI 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Amazon Bedrock AgentCore Web Search: Why RAG Agents Fail and How to Ship Live-Grounded Agents

Originally published at twarx.com - read the full interactive version there. Last Updated: June 20, 2026 Every RAG pipeline your team shipped in 2023 is silentl

Dev.to · Open Craft 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

How to Build a RAG Pipeline for an Enterprise Knowledge Base That Actually Works in Production

Retrieval-Augmented Generation (RAG) — a pattern where a language model answers questions by first pulling relevant document chunks from a search inde

Medium · RAG 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Everyone Keeps Declaring RAG Dead and It Keeps Showing Up to Its Own Funeral

There’s a genre of AI hot take that resurfaces every few months like clockwork: “RAG is dead.” I’ve seen this headline written, in some… Continue reading on Med

Medium · Data Science 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

RAG (Retrieval-Augmented Generation) Nedir? “Açık Kitap Sınavına Giren Yapay Zeka”

Üniversitede beni hem şaşırtan hem çok rahatlatan bir sistemle karşılaşmıştım. Continue reading on Medium »

Medium · Machine Learning 🔍 RAG & Vector Search ⚡ AI Lesson 1w ago

Is ChromaDB Silently Killing Your RAG Accuracy?

You’ve probably seen a dozen “vector database comparison” articles by now. Most of them compare managed cloud services on someone else’s… Continue reading on Me