Data Scientist

hace 2 días

Madrid, Madrid, España F. Hoffmann-La Roche Gruppe A tiempo completo

About Roche

Roche fosters diversity, equity and inclusion, representing the communities we serve. When dealing with healthcare on a global scale, diversity is an essential ingredient to success.

Job Description

We are seeking a highly skilled Data Scientist with expertise in Natural Language Processing (NLP) to join our team in the Roche Informatics Data and Analytics Chapter (DnA). As a Data Scientist, you will be part of one or several multi-disciplinary agile teams where you'll actively shape the future of healthcare by using data science methods and principles to generate deeper insights from a great variety of data sources.

To achieve this, you will proactively identify needs, design and implement analytical solutions, provide advice and consulting support to our key stakeholders and show impact by executing proof-of-value initiatives, or contributing to existing products.

Your Responsibilities:

  • Be accountable for the development and implementation of Data Science products focusing on NLP leveraging LLMs and Generative AI tools.
  • Support proactive identification of the most relevant LLM/NLP use cases in collaboration with the 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 optimising their performance to provide valuable insights and solutions to business stakeholders.
  • Support prioritisation 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.
  • Communicate findings and market the value of use cases to key stakeholders.
  • Contribute to positioning data science as a key competency within the enterprise.

Qualifications:

  • M.Sc. or PhD in Computer Science, Physics, Statistics, Mathematics or equivalent degree and experience with machine learning/data mining/artificial intelligence.
  • At least 5 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.
  • Experience in using both open source (e.g. HuggingFace) and closed source LLM models with different deep learning architectures.
  • Experience implementing RAG, working with knowledge databases and using LLM through APIs.
  • Proven experience to deploy LLM models with cloud platforms (AWS, Azure) and machine learning workbenches for robust and scalable productionisation.
  • Good knowledge of effective training and optimising language models to fit for internal infrastructure and ensure seamless integration.
  • Familiarity with best practices for code generation, code documentation, data security, and compliance in cloud-based data science workflows.
  • Proven experience to add value and insight by providing advanced analytical solutions.
  • Data storytelling skills and using visualisation tools to communicate data and results with a non-technical audience.
  • International, goal oriented mindset with can do attitude.
  • Experience in the pharmaceutical/biotech industry is preferred.
  • Fluency in written and spoken English.

Compensation and Benefits

The estimated annual salary for this position is between $120,000-$180,000, depending on qualifications and experience.

About Us

Roche is a leading research-focused healthcare group with over 100,000 people across 100 countries. We are committed to improving people's lives and pushing back the frontiers of healthcare.

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