Data Scientist
2 weeks ago
We are seeking a highly skilled Data Scientist to join our team at Roche, where you will play a key role in shaping the future of healthcare through the application of data science methods and principles.
Key Responsibilities- Develop and implement Data Science products focusing on Natural Language Processing (NLP) leveraging Large Language Models (LLMs) and Generative AI tools.
- Support the proactive identification of the most relevant LLM/NLP use cases in collaboration with key stakeholders.
- Apply your expertise in NLP/LLM to develop and refine models that address Roche business needs, involved in building and fine-tuning models and optimizing their performance to provide valuable insights and solutions to business stakeholders.
- Support prioritization efforts, understand feasibility and business impact, take smart risks to make informed decisions in a fast-paced, evolving environment to deliver patient benefits faster.
- Collaborate within global agile teams in the Roche Informatics business and foundational domains to develop products that provide the highest value to both Roche Pharma and Diagnostics business stakeholders.
- Provide methodical and implementation guidance as well as hands-on support around analytical LLM/NLP use cases. Evaluate the pros & cons of different NLP approaches and Generative AI platforms with comprehensive quantitative and qualitative analysis.
- M.Sc. or PhD in Computer Science, Physics, Statistics, Mathematics or equivalent degree and experience with machine learning/data mining/artificial intelligence and at least 5-7 years of hands-on experience as a Data Scientist.
- Hands-on experience with Python programming and common NLP libraries (e.g., transformers, gensim, spaCy, etc.).
- Familiarity with essential frameworks (e.g. PyTorch) and infrastructure components (Docker, GPU) for training, fine-tuning and evaluating NLP tasks.
- Theoretical knowledge in LLM/GenAI (RAG, Vector DB, Embedding, Fine Tuning, ReAct reasoning, LoRA, Prompt Engineering).
- Good knowledge of effective training and optimising language models to fit for internal infrastructure and ensure seamless integration.
- Experience in the pharmaceutical/biotech industry is preferred.
At Roche, more than 100,000 people across 100 countries are pushing back the frontiers of healthcare. Working together, we've become one of the world's leading research-focused healthcare groups. Our success is built on innovation, curiosity and diversity.
Roche is an Equal Opportunity Employer.
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