Lead Data Scientist

Department Icon Data Science Analytics & Machine Learning
Posted: 7 months ago
6-8 years
Chennai, Tamil Nadu
Data Science Analytics & Machine Learning
work from office
Full Time

Posted: 7 months ago
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Job Description

  • We are looking for a Lead Data Scientist Vision & Multimodal AI to architect and build next-generation Vision-Language Model (VLM) systems at scale.
  • This role requires deep expertise in:
  • Architecting and implementing RLHF (Reinforcement Learning from Human Feedback) Frameworks.
  • Training and fine-tuning Open-Source Vision-Language Models (VLMs).
  • Deploying and scaling multimodal models to production serving millions of requests.

Key Responsibilities

  • Architect & Build RLHF Frameworks
  • Design end-to-end RLHF pipelines (SFT ? Reward Modeling ? PPO/DPO)
  • Develop scalable human feedback collection systems
  • Implement preference modeling and ranking pipelines
  • Optimize reward models for multimodal outputs (image + text)
  • Build automated evaluation frameworks
  • Train & Fine-Tune OSS Vision-Language Models
  • Experience working with Qwen-VL, Llama, GPT OSS
  • Pretraining / instruction tuning multimodal models
  • Parameter-efficient fine-tuning (LoRA, QLoRA)
  • Dataset curation & synthetic data generation
  • Scaling training on multi-GPU / multi-node clusters
  • Optimizing for alignment, hallucination reduction, and safety
  • Highly Scalable Deployment of VLM Systems
  • Design distributed inference pipelines (GPU-optimized)
  • Model serving using vLLM and Triton Inference Server
  • Optimize latency, throughput, and cost
  • Implement batching, KV caching, quantization, tensor parallelism
  • Deploy on Kubernetes-based infrastructure
  • Build monitoring for drift, performance, and hallucinations
  • Multimodal AI System Design
  • Architect systems combining OCR, vision encoders, LLMs, retrieval
  • Implement retrieval-augmented multimodal pipelines
  • Design evaluation benchmarks for VQA, grounding, and reasoning
  • Ensure model safety and guardrails
  • Technical Leadership
  • Lead a team of ML engineers & research scientists
  • Define technical roadmap for multimodal AI
  • Review model architectures & code quality
  • Collaborate with product and infrastructure teams.

Qualifications

  • 6+ years in ML / AI
  • 2+ years working with large-scale LLM or VLM systems
  • Strong hands-on experience building RLHF pipelines (not just using libraries)
  • Deep PyTorch expertise
  • Experience training models >7B parameters
  • Experience with distributed training (Deep Speed, FSDP)
  • Production-grade deployment experience handling 10k+ QPS workloads
  • Strong understanding of transformer architectures.

Skills

Data ScientistAiMl

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