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feld-m /rag_blueprint

Star19

A modular framework for building and deploying Retrieval-Augmented Generation (RAG) systems with built-in evaluation and monitoring.

machine-learning natural-language-processing ai customization production scalability data-privacy vector-database retrieval-augmented-generation rag-systems

UpdatedNov 26, 2025
Python

ksm26 /Embedding-Models-From-Architecture-to-Implementation

Star7

Understand and build embedding models, focusing on word and sentence embeddings, dual encoder architectures. Learn to train embedding models using contrastive loss, implement them in semantic search and RAG systems.

machine-learning word2vec word-embeddings embedding-models semantic-search bert model-training sentence-embeddings contrastive-loss dual-encoder bert-model bert-embeddings transformer-models bert-fine-tuning ai-applications ai-architecture rag-systems question-answer-retrieval

UpdatedAug 21, 2024
Jupyter Notebook

elizabethfuentes12 /strands-agent-samples

Star6

🤖 Production-ready samples for building multi-modal AI agents that understand images, documents, videos, and text using Amazon Bedrock and Strands Agents. Features Claude integration, MCP tools, streaming responses, and enterprise-grade architecture.

generative-ai amazon-bedrock rag-systems multimodal-ai llm-applications strands-agents

UpdatedNov 14, 2025
Jupyter Notebook

4F71 /4F71

Star4

python nlp machine-learning deep-learning reproducible-research scikit-learn pytorch data-engineering feature-engineering semantic-search model-evaluation production-ml ml-pipelines ai-engineering ml-systems retrieval-augmented-generation vector-databases rag-systems llm-systems end-to-end-ml

UpdatedFeb 3, 2026

bazilicum /GraphLTM

Sponsor

Star3

Turn any LLM into a self-extending knowledge agent powered by a graph-structured memory - complete with PDF-to-graph ingestion, budget-aware optimisation, and dual-engine orchestration.

python knowledge-graph graph-database memory-management ltm long-short-term-memory rag llm rag-systems rag-system

UpdatedJun 15, 2025
Python

The-iyed /RAG-gatway-service

Star2

RAG Gateway Service 🚪🤖: FastAPI gateway that auto-detects query topics using OpenAI embeddings 🧠🔍 and routes requests to topic-specific RAG agents 🎯, with fallback support and Docker-ready 🚀🐳.

python embeddings rag-systems

UpdatedMay 21, 2025
Python

ksm26 /Retrieval-Optimization-From-Tokenization-to-Vector-Quantization

Star2

The course provides a comprehensive guide to optimizing retrieval systems in large-scale RAG applications. It covers tokenization, vector quantization, and search optimization techniques to enhance search quality, reduce memory usage, and balance performance in vector search systems.

data-science machine-learning natural-language-processing machinelearning search-algorithm tokenization rag hnsw search-optimization vectorquantization vectorsearch retrieval-augmented-generation rag-systems retrievaloptimization ragsystems embeddingmodels searchoptimization

UpdatedDec 28, 2024
Jupyter Notebook

ak-123459 /Open-RAGA

Star2

This project implements a Retrieval-Augmented Generation (RAG) based chatbot designed to handle university-related queries using natural language understanding. It combines semantic search with generative AI to provide precise, context-aware answers to students, faculty, and visitors.

machine-learning university-project artificial-intelligence vector-database large-language-models university-chatbot retrieval-augmented-generation rag-pipeline rag-llm rag-chatbot rag-application rag-agents agentic-ai rag-systems langchain-chatbot personal-ai-ass

UpdatedJun 22, 2025
Jupyter Notebook

AtaUllahB /experimenting-with-RAGs

Star1

Experimenting with different kinds of RAGs Systems

gemini openai gemini-api rag huggingface openai-api llms openai-chatgpt llamacpp llamaindex chromadb retrieval-augmented-generation llamaindex-rag rag-systems

UpdatedAug 25, 2024
Jupyter Notebook

edmeyman /4ts-standard

Star1

Four Tests Standard (4TS) - Vendor-neutral specification for verifiable AI governance

ai-safety open-standard proof-carrying-code regulatory-compliance ai-compliance ai-governance technical-standards llm-tools enterprise-ai ai-verification llm-governance rag-systems model-governance ai-auditing deterministic-ai

UpdatedFeb 11, 2026
Python

gedankrayze /training-data-generator

Star0

Training Data Generator for SPLADE Model Fine-tuning

nlp ai ml artificial-intelligence rag hybrid-search llm splade hybrid-search-technique rag-systems

UpdatedApr 13, 2025
Python

SayamAlt /LangSmith-Integration-with-LangChain-and-LangGraph

Star0

This repository covers extensive tutorials on how to integrate LangSmith with LangChain with LangGraph to incorporate observability, monitoring, alerting, evaluation, etc. within complex LLM workflows and applications.

tools react-framework chains observability state-persistence ai-agents document-splitter prompt-engineering langchain langsmith langgraph rag-systems langsmith-tracing

UpdatedAug 21, 2025
Python

saadamir1 /multimodal-rag-system

Star0

Advanced Retrieval-Augmented Generation system supporting multimodal document processing (text, tables, images) with multiple reasoning strategies and comprehensive evaluation framework.

natural-language-processing transformers semantic-search document-processing pdf-processing vector-database clip-model llm chromadb rag-systems multimodal-ai

UpdatedJun 18, 2025
Jupyter Notebook

IrinaDragunow /singapore-smart-nation-rag

Star0

Production-grade RAG system for Singapore government documents with OpenAI integration

business-intelligence semantic-search ml-engineering singapore-government streamlit-application streamlit-app chromadb openai-integration government-ai rag-systems chromadb-integration policy-research

UpdatedAug 19, 2025
Python

bazilicum /pdf-query

Sponsor

Star0

This project processes and retrieves information from PDF file or PDF collection. It leverages Qdrant as a vector database for similarity searches and employs a Retrieval-Augmented Generation (RAG).

rag rag-llm rag-application pdf-llm rag-systems

UpdatedApr 11, 2025
Python

kanhaiya-gupta /AASX-Digital

Star0

A comprehensive Asset Administrative Shell (AAS) data modeling platform for Quality Infrastructure systems. Features AASX package processing, digital twin management, AI-powered analytics with RAG, and multi-format data transformation capabilities.

python data-transformation etl-pipeline certificate-management fastapi industrial-iot digital-twins aasx rag-systems quality-infrastructure asset-administrative-shell