20 Oct
|
State Street
|
Hyderabad
20 Oct
State Street
Hyderabad
Officer - Senior Data Scientist (Overall 10+ years of professional experience)
Role Description
Roles & Responsibilities
- Lead end-to-end data science delivery across multiple initiatives :problem framing, hypothesis design, feature strategy, model development, evaluation, and iteration .
- Drive development and improvement of ML and GenAI solutions , including model selection, fine-tuning approaches (where applicable), and performance optimization.
- Define and implement evaluation frameworks for ML/LLM systems (offline metrics, test sets, error taxonomy, regression testing, human evaluation loops).
- Provide DS leadership for RAG-based solutions (retrieval strategy, grounding, relevance quality, context optimization) and partner with engineering on implementation.
- Partner with AI/ML engineers and software/platform teams to transition models into production: packaging, APIs, monitoring, and continuous improvement.
- Collaborate with data engineers to define data requirements, data quality checks, preprocessing utilities, and feature engineering pipelines.
- Use cloud platforms (Azure preferred / AWS) to run experiments and support scalable training/inference using managed services where appropriate.
- Establish best practices for experiment tracking, reproducibility, documentation, and model governance.
- Communicate insights and recommendations to stakeholders; translate business goals into measurable ML/GenAI objectives and technical plans.
- Mentor senior/junior data scientists; lead reviews for modeling approach, evaluation design, and experiment results.
- Stay current on ML/GenAI advancements and recommend pragmatic adoption aligned with business and platform constraints.
Core/Must have skills
- BS or Master’s in Computer Science, Computer Information Systems, Engineering, Mathematics, or related field.
- 8+ years overall experience with 5+ years hands-on Python for applied data science/ML development.
- Strong knowledge of machine learning algorithms , model development lifecycle, feature engineering, and evaluation methodologies.
- Practical experience with LLMs/GenAI (e.g., GPT/BERT-class models), including prompt-based approaches and/or fine-tuning concepts.
- Strong understanding of LLM evaluation and quality measurement; ability to set up repeatable experimentation and regression testing.
- Experience partnering with engineering teams to productionize models (deployment patterns, monitoring, iterative improvements).
- Hands-on exposure to Azure or AWS ML/AI services and tooling.
- Excellent stakeholder management, communication, and cross-functional collaboration skills.
Good to have skills
- Experience with Databricks and/or Azure Machine Learning for scalable experimentation and pipelines.
- Knowledge of agent frameworks/patterns (e.g., orchestration, tool/function calling, memory) and how to measure agent quality.
- Familiarity with Docker/containerization and basic deployment concepts for DS assets.
- Experience with model risk, compliance considerations, and privacy/security patterns for GenAI (PII handling, prompt injection awareness).
Work Schedule
On-premise
Keywords (If any)
Senior Data Scientist, Generative AI, LLM, Applied Machine Learning, RAG, Agentic Applications, Python, Azure, Model Evaluation, Experimentation
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📌 Senior Data Scientist - Senior Manager (Hyderabad)
🏢 State Street
📍 Hyderabad