I will build semantic search, rag chatbot , llm pipeline fastapi, faiss and custom ai

Please provide your project goals, dataset or data source (if available), target use case (e.g., chatbot, semantic search, Q&A), and any deployment preferences (cloud provider, API specs, etc.).

I primarily use Python, FastAPI, LangChain, FAISS/Chroma, OpenAI or Hugging Face embeddings, and Docker for containerization. I can also integrate Redis, Weaviate, or Pinecone if required.

Yes, I can fine-tune or adapt transformer models (BERT, SentenceTransformers, etc.) using your labeled data if needed, depending on the Gig package or custom offer.

Absolutely. Each project includes embedding generation, FAISS/Chroma indexing, and retrieval logic optimized for latency, accuracy, and scalability.

Yes — RAG pipelines are a core part of my service. I integrate retrieval layers with LLM-based generation for accurate, context-aware responses.

Yes. I can connect your pipeline to OpenAI, Anthropic, or local models (Ollama, Hugging Face Transformers) depending on your preferred setup.

100%. I follow strict confidentiality practices — your datasets, models, and APIs remain private and are never shared or reused outside your project.

Yes — every delivery includes code documentation, setup guides, and Docker instructions for reproducible deployments on your infrastructure.