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Senior Data Scientist - Generative AI & Agentic Systems

Roche

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113 open generative roles across 46 companies are on ApplySarthi right now, most of them in Pune (4), Bengaluru (4), Hyderabad (3).

What generative roles keep asking for: Generative AI (54%), Python (30%), AWS (26%), LLMs (20%), Machine learning (20%), RAG (17%), Azure (16%), Java (15%) — counted across their open postings here.

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Counted across 14 company job boards, updated as roles open and close.

Preparing for this interview

Interviews for generative roles keep coming back to Generative AI, Python, AWS, LLMs. Practise those questions before you sit with Roche.

Questions you are likely to be asked

  1. Why do you want to join Roche?
  2. What is your experience with Generative AI? Tell me one thing you learned the hard way.
  3. Walk me through a model you built, from the data to how it was used.
  4. How did you know your model was actually good, and not just good on your test set?
  5. Tell me about a time the data was messy or wrong. What did you do?

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At Roche you can show up as yourself, embraced for the unique qualities you bring. Our culture encourages personal expression, open dialogue, and genuine connections, where you are valued, accepted and respected for who you are, allowing you to thrive both personally and professionally. This is how we aim to prevent, stop and cure diseases and ensure everyone has access to healthcare today and for generations to come. Join Roche, where every voice matters. The Position As a Senior Data Scientist - Generative AI , you will join the Global Analytics and Technology Center of Excellence (GATE) in San José, Costa Rica . In this hands-on, high-impact role, you will design and deploy cutting-edge agentic capabilities and enterprise Generative AI applications. Moving seamlessly across the full product stack—from problem framing and data retrieval to multi-agent flow design, API development, and LLMOps evaluation—you will serve as a subject matter expert driving state-of-the-art AI architectures into production. The Opportunity Agentic Application Design: Architect end-to-end multi-agent applications, retrieval layer solutions, and foundational AI capabilities, taking ideas from prototype to production deployment. Advanced RAG & Retrieval: Build and optimize advanced Retrieval-Augmented Generation (RAG) pipelines, incorporating vector/graph databases, reranking algorithms, chunking strategies, and hybrid retrieval. Production-Grade Engineering: Write clean, tested Python code, manage APIs, enforce version control, and set up CI/CD pipelines for Generative AI systems. LLMOps & System Observability: Implement evaluation harnesses, prompt/version management, cost/latency optimization, and token economics monitoring for production agents. Strategic AI Consulting: Influence technical priorities across global enterprise stakeholders, evaluating when to deploy GenAI versus classical ML or deterministic engineering methods. Mentorship & Collaboration: Coach team members on agentic flow design and partner with Product Owners to align technical execution with user experience strategy. Who You Are Bachelor’s or Master’s degree in Computer Science, Data Science, AI/ML, or a related quantitative field. 7+ years of professional experience, with demonstrated hands-on expertise building enterprise Generative AI products and agentic workflows. Deep technical mastery of LLMs, vector databases, graph databases, reranking algorithms, and Agentic frameworks (LangChain, LangGraph, LlamaIndex, AWS AgentCore). Proven track record in RAG architecture design, chunking optimization, and retrieval quality evaluation. Solid software engineering skills in Python, SQL (and AI-generated SQL), API development, and MLOps/LLMOps monitoring platforms. Familiarity with agent protocols (MCP, A2A), multimodal AI applications, and frontend/UI tools (Figma, React, Angular) is advantageous. Must be currently based in Costa Rica or hold valid work authorization for San José. No relocation benefits are offered for this position. Who we are A healthier future drives us to innovate. Together, more than 100’000 employees across the globe are dedicated to advance science, ensuring everyone has access to healthcare today and for generations to come. Our efforts result in more than 26 million people treated with our medicines and over 30 billion tests conducted using our Diagnostics products. We empower each other to explore new possibilities, foster creativity, and keep our ambitions high, so we can deliver life-changing healthcare solutions that make a global impact. Let’s build a healthier future, together. Roche is an Equal Opportunity Employer.

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Listed on workday · posted 2026-09-22. ApplySarthi collects openings and links to application pages; the role is advertised by Roche, not by us.