FAISS

Category

Vector search

Provider

Meta

Type

repo

Level

Advanced

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

048fa3e0dcbe7ab7

llama.cpp Build Guide

ggml

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

llama.cpp

ggml-org

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

Ollama Docs

Ollama

Official documentation for running and integrating local models with a simple developer workflow.

pgvector

pgvector

PostgreSQL extension for embedding similarity search when you want one operational database for app + vectors.

Ollama API Introduction

Ollama

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

Haystack Intro

deepset

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

MIT OpenCourseWare

MIT

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

vLLM OpenAI-Compatible Server

vLLM

High-throughput server for serving open models behind an OpenAI-compatible API.

Open WebUI Docs

Open WebUI

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

TRL documentation

Hugging Face

Useful for supervised fine-tuning, preference tuning, and training experiments.

Open WebUI Quick Start

Open WebUI

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

Natural Instructions

GitHub

Large collection of NLP tasks with human-readable instructions.