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Sr. AI/ML Engineer
4 weeks ago
Job Title: Sr. AI/ML Ops Engineer
Location: Ahmedabad - Onsite
Duration: 2-4 years experience (Candidates below 2 year and above 4 years - PLEASE DO NOT APPLY)
About the Role
We are seeking an experienced AI/ML Ops Engineer to join our team and drive the development, deployment, and operationalization of machine learning and large language model (LLM) systems. You will be responsible for building scalable ML pipelines, enabling intelligent retrieval-augmented generation (RAG) capabilities, and deploying services that power intelligent enterprise applications.
Key Responsibilities
- Develop and maintain machine learning models to forecast user behavior using structured time-series data.
- Build and optimize end-to-end regression pipelines using advanced libraries such as CatBoost, XGBoost, and LightGBM.
- Design and implement RAG (Retrieval-Augmented Generation) pipelines for enterprise chatbot systems utilizing tools like LangChain, LLM Router, or custom-built orchestrators.
- Work with vector databases for semantic document retrieval and reranking.
- Integrate external APIs into LLM workflows to enable tool/function calling capabilities.
- Package and deploy ML services using tools such as Docker, FastAPI, or Flask.
- Collaborate with cross-functional teams to ensure reliable CI/CD deployment and version control practices.
Core Technologies & Tools
- Languages: Python (primary), Bash, SQL
- ML Libraries: scikit-learn, CatBoost, XGBoost, LightGBM, PyTorch, TensorFlow
- LLM & RAG Tools: LangChain, Hugging Face Transformers, LlamaIndex, LLM Router
- Vector Stores: FAISS, Weaviate, Chroma, Pinecone
- Deployment & APIs: Docker, FastAPI, Flask, Postman
- Infrastructure & Version Control: Git, GitHub, CI/CD pipeline
Preferred Qualifications
- Proven experience in ML Ops, AI infrastructure, or productionizing ML models.
- Strong understanding of large-scale ML system design and deployment strategies.
- Experience working with vector databases and LLM-based applications in production.