Senior Data Scientist

5 - 10 years

50 - 80 Lacs

Posted:19 hours ago| Platform: Naukri logo

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Job Type

Full Time

Job Description

Senior Data Scientist

judgment and depth

Key Responsibilities

Model Strategy & Selection-

  • Work with ML Engineers and Architects to

    evaluate and select LLMs and SLMs

    based on performance, cost, latency, privacy, and deployment constraints
  • Define

    modeling approaches

    (prompting, RAG, fine-tuning, distillation) aligned to business use cases
  • Establish benchmarking frameworks to compare open-source and proprietary models

Data Preparation & Training Readiness

  • Partner with Data Engineering teams to

    design data pipelines

    for ingestion, cleaning, normalization, deduplication, and document chunking
  • Define

    dataset standards, schemas, and quality metrics

    for pre-training and fine-tuning
  • Ensure dataset lineage, versioning, and reproducibility across experiments

RLHF & Human-in-the-Loop Learning

  • Design and lead

    RLHF / DPO pipelines

    , including preference collection and reward modeling
  • Define annotation guidelines, scoring rubrics, and gold datasets
  • Measure and improve data quality using inter-annotator agreement and bias metrics
  • Continuously refine feedback loops to improve model alignment and reliability

Evaluation & Governance

  • Define

    model evaluation frameworks

    covering relevance, hallucination, bias, robustness, and safety
  • Support responsible AI practices and alignment with enterprise governance requirements
  • Collaborate with product and business teams to translate outcomes into measurable impact

Technical Leadership

  • Provide

    technical guidance and mentorship

    to data scientists and analysts
  • Review experiments, data quality, and evaluation results
  • Act as a

    bridge between data, engineering, and product teams

Required Skills & Experience

  • Strong foundation in

    Data Science, Statistics, and Applied Machine Learning

  • Hands-on experience with

    LLMs / SLMs

    , including fine-tuning and evaluation
  • Expertise in

    Python, SQL, and large-scale text data processing

  • Practical experience with

    RLHF, DPO, preference learning, or reward modeling

  • Familiarity with

    PyTorch, Hugging Face, MLflow/W&B, and annotation tools

  • Proven ability to operate in

    cross-functional, fast-moving environments

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