24 Sep
|
EXL Talent Acquisition Team
|
Gurugram
24 Sep
EXL Talent Acquisition Team
Gurugram
Role Overview:Lead the design and optimization of advanced RAG pipelines and model finetuning processes. Bridge the gap between prototype and enterprise-scale LLM deployment.
Key Responsibilities
- Pipeline Ownership:Design and manage complex, multi-stage RAG pipelines ensuring low latency and high relevance.
- Model Optimization:Lead fine-tuning initiatives (PEFT/LoRA) for open-source models to
- improve domain-specific task performance.
- Advanced Evaluation:Develop automated evaluation frameworks (e.g., RAGAS) to continually measure LLM accuracy, context precision, and recall.
- Vector Strategy:Architect metadata filtering and hybrid search strategies within vector
- databases (e.g., Pinecone, Milvus).
- Team Mentorship:Guide junior analysts in prompt engineering, chunking strategies, and code quality.
- Tech Stack:Python, PyTorch/TensorFlow, LangChain, LlamaIndex, advanced embedding models.
- GenAI Skills:Deep expertise in advanced RAG (HyDE, parent-document retrieval), prompt optimization, and parameter-productive fine-tuning.
- Qualifications:Bachelor’s/Master’s in CS/Data Science with 4–7 years in ML/AI, including 1+ years specifically working with LLMs.
📌 Senior Manager, RAG/LLM Specialist (Gurugram)
🏢 EXL Talent Acquisition Team
📍 Gurugram