pgvector

Category

Vector DB

Provider

pgvector

Type

repo

Level

Build

Topic

Local AI / LLM Engineering / RAG

Track

Local AI / LLM Engineering / RAG

Section

Learning path

Format

Repository / docs

Status

publishable

Commercial

link-only

Featured

no

Fast start

no

Sequence

nan

Priority

A

Primary source

mega_open_hub

Sources

learning_paths, mega_open_hub, open_source_ai_hub_catalog

ID

954d81e180817584

llama.cpp Build Guide

ggml

Build instructions for local compilation, hardware backends, and the project toolchain.

FAISS

Meta

Library for efficient similarity search and clustering of dense vectors at large scale.

llama.cpp

ggml-org

Core local inference stack for CPU / GPU quantized deployment and experimentation.

Open WebUI Docs

Open WebUI

Offline-first self-hosted AI interface that works well as a local front-end for models and knowledge tools.

Qdrant Quickstart

Qdrant

Quick path to a working semantic search stack with the Qdrant API and local deployment.

Open WebUI Quick Start

Open WebUI

Fastest path to standing up Open WebUI with Docker for a self-hosted local AI stack.

Ollama API Introduction

Ollama

API docs for integrating local generation into apps, automations, and RAG pipelines.

LlamaIndex RAG Guide

LlamaIndex

Conceptual and practical entry point for ingestion, indexing, and retrieval-augmented generation workflows.

Haystack Intro

deepset

Open-source framework for search, RAG, and agentic pipelines with a strong retrieval focus.

Natural Instructions

GitHub

Large collection of NLP tasks with human-readable instructions.

FLAN Collection

GitHub

One of the best open instruction mixtures; includes FLAN, P3, Super-Natural Instructions, and more.

MIT OpenCourseWare

MIT

Excellent lecture notes, exams, and videos across advanced technical topics.