I will production rag system, semantic search, vector db and API

G
gautam18k12
G
gautam18k12
Gautam
production rag system, semantic search, vector db and API
Full Screen
production rag system, semantic search, vector db and API
Full Screen
Full Screen
production rag system, semantic search, vector db and APIproduction rag system, semantic search, vector db and APIproduction rag system, semantic search, vector db and API

About this gig

Stop your AI from hallucinating! I will build & deploy a powerful, production-ready Advanced RAG (Retrieval-Augmented Generation) system for your custom data. Go beyond basic chatbots with enhanced accuracy, context, and source citation.

What You Get:

 Custom Data Ingestion: PDFs, websites, docs, databases.

 Advanced Chunking & Embeddings: For superior semantic search.

 Hybrid/Vector Search: Combines keyword + semantic for precision.

 Re-ranking: Filters top results for the most relevant LLM context.

Source Attribution: Every answer includes its reference.

Scalable Vector DB: Pinecone, Weaviate, or ChromaDB for fast, low-latency retrieval.

Production Ready: Includes monitoring, caching (Redis), and API (FastAPI/LLamaIndex) + UI (Streamlit/Gradio).

Cloud: Deploys on AWS


Ideal for custom AI chatbots, internal knowledge bases, and enterprise Q&A systems. Get a scalable, documented, and secure solution tailored to your data.




RAG System, Cloud Agnostic, AWS, GCP, LLM, Vector Database, Pinecone, ChromaDB, LangChain, LlamaIndex, AI Chatbot, Semantic Search, Kubernetes, Docker, API Deployment, Custom Knowledge Base, OpenAI, Hugging Face, Source Citation.

  • Bot type

    • Customer Service & Support
    • Learning & Development
    • News & Information Updates
    • Survey & Feedback Collection
    • Other

  • AI engine

    • BERT
    • DALL·E
    • DeepSeek
    • Gemini
    • Generative Adversarial Networks (GANs)
    • Open AI GPT
    • LangChain
    • LLaMA
    • MidJourney
    • TensorFlow
    • Variational Autoencoders (VAEs)
    • ChatGPT
    • Ollama

  • Programming language

    • Keras
    • Python
    • PyTorch
    • React
    • TensorFlow

  • Tools & frameworks

    • Rasa
    • Dialogflow
    • n8n

  • Platforms

    • Websites
    • Mobile Apps
    • Other

Get to know Gautam

Gautam

Data Scientist, AI Solution Architect, Machine Learning, GenAI Expert

4.9(3)
  • FromIndia
  • Member sinceMar 2023
  • Avg. response time3 hours
  • Last delivery9 months

  • Languages

    Hindi, English
🚀 AI & ML Expert | Data Scientist | AI Solution Architect AI & Data Science professional with 11+ years of experience serving clients across USA, Europe, and Asia. Expertise in Machine Learning, Generative AI, NLP, and Deep Learning, delivering scalable AI solutions from predictive modeling to real-time deployment. 💡Key Projects: ✔️ MLOps-Driven Lottery Prediction System for Real-Time Gaming ✔️ Speech Analytics (Healthcare) – 90% accuracy in call insights ✔️ LLM-Powered RAG, Finetuned LLM– Cut review time by 50% 🔹 AWS | GCP | MLOps | NLP | Computer Vision 📩 Let’s discuss your AI needs!

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