SG Analytics Pvt. Ltd.
SG Analytics - Lead AI Developer - LLM/Generative AI
Bombay, भारत
Vacancy description
Sureminds Solutions Pvt. Ltd.
Hyderabad, भारत
Key Roles & Responsibilities : - Architect & Build RAG Systems : Design, develop, and deploy sophisticated Retrieval-Augmented Generation (RAG) systems to power our next-generation search and discovery experience.- Develop & Fine-Tune LLMs : Lead the development of advanced generative models for nuanced tasks like automated content creation, summarization, and metadata enrichment.- Own the Gen AI Stack : Select, provision, and optimize our stack, leveraging managed services like Azure OpenAI or AWS Bedrock, or self-hosting models on GPU infrastructure. You will establish best practices for repo structure, CI/CD, and model/prompt versioning.- Implement LLMOps : Embed robust observability using tools like OpenTelemetry and Prometheus. This includes tracking standard metrics (latency, cost, accuracy) and specialized monitoring for hallucination, toxicity, and data drift.- Lead & Mentor : Hire, coach, and develop ML talent. Set the standard for high-quality code, rigorous experimentation, and rapid iteration within the Gen AI domain.Must-Have Skills : - Production LLM Experience : 5+ years in Python with demonstrable success in productionizing LLM applications using modern frameworks like DSPY, LangChain, LlamaIndex, or Hugging Face Transformers.- RAG Expertise : Deep, practical knowledge of RAG architecture, including advanced prompt engineering, chunking strategies, and proficiency with vector databases (e.g., Pinecone, Weaviate, Milvus).- Cloud Proficiency : Expertise with managed LLM services (Azure OpenAI Service or AWS Bedrock). Strong foundational cloud skills in either Azure or AWS for compute orchestration (AKS/EKS), serverless functions, and storage.- MLOps Acumen : Solid experience with Docker, CI/CD pipelines (e.g., GitHub Actions, Argo), and model registries.- Leadership & Communication : Proven ability to lead small, highly technical teams and clearly communicate complex concepts to stakeholders. (ref:hirist.tech)
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