Senior Data Scientist, Generative AI

Posted 15 Days Ago
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Mississauga, ON
In-Office
Senior level
Healthtech • Biotech • Pharmaceutical
The Role
The Senior Data Scientist will lead the design and deployment of generative models, innovate solutions using complex datasets, and collaborate across functions.
Summary Generated by Built In

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

A healthier future. It’s what drives us to innovate. To continuously advance science and ensure everyone has access to the healthcare they need today and for generations to come. Creating a world where we all have more time with the people we love. That’s what makes us Roche

We are seeking a highly skilled and motivated Senior Data Scientist with deep expertise in Generative AI to join our team. The successful candidate will lead efforts to design, build, and deploy generative models across diverse domains, driving innovation in how we understand and synthesize complex data. While the primary focus of this role is on advancing generative modeling and large-scale AI systems, prior experience working with DNA, protein, or other biological datasets will be considered a strong advantage.

This position requires a strong foundation in machine learning, natural language processing, or multimodal AI, coupled with proven proficiency in Python and modern deep learning frameworks.

The opportunity:

  • Develop, fine-tune, and optimize generative AI models (e.g., LLMs, diffusion models, VAEs, transformers) for text, multimodal, and structured data generation.

  • Architect scalable pipelines for data preprocessing, model training, and evaluation across large and complex datasets.

  • Apply state-of-the-art research in generative modeling to real-world problems and drive novel applications across multiple domains.

  • Collaborate cross-functionally with engineers, scientists, and product teams to translate generative AI capabilities into impactful solutions.

  • Design experiments to evaluate generative models for quality, robustness, and interpretability.

  • Communicate technical findings clearly to both technical and non-technical stakeholders.

  • Stay up to date with the latest advancements in generative AI, foundation models, and multimodal learning, and identify opportunities for adoption.

Who you are:

  • Master degree with 5+ years of experience in Computer Science, Machine Learning, Electrical Engineering, Applied Mathematics, or a closely related field.

  • Demonstrated proficiency in Python and deep learning frameworks such as PyTorch or TensorFlow.

  • Strong knowledge of generative modeling techniques (e.g., transformers, diffusion, GANs, VAEs).

  • Proven ability to solve complex modeling challenges and innovate beyond standard approaches.

  • Experience working with large-scale datasets, including text, multimodal, or scientific data.

  • Experience with efficient training techniques, such as LoRA, quantization, distillation, and model pruning.

  • Background or hands-on experience with DNA, protein, or other biological data.

  • Familiarity with scalable computing environments (cloud platforms, GPU/TPU acceleration, distributed training).

  • Excellent communication and interpersonal skills for effective collaboration in a multidisciplinary team.

Preferred:

  • Experience with evaluation frameworks for generative AI, including human-in-the-loop assessment.

  • Hands-on experience with Retrieval-Augmented Generation (RAG) systems, including vector databases (FAISS, Milvus, Pinecone, Weaviate), indexing strategies, and hybrid retrieval pipelines.

  • Experience with databases and querying (SQL/NoSQL), including data modeling, optimization, and efficient retrieval for large-scale AI workflows.

  • Experience with Protein/DNA language models (e.g., DNABert, Evo, ProtBERT, ESM, AlphaFold-like approaches).
     

Relocation benefits are not available for this posting.

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.

Top Skills

Cloud Platforms
Gans
Gpu
Lora
Python
PyTorch
TensorFlow
Tpu
Transformers
Vaes
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The Company
Provincia de Buenos Aires
93,797 Employees
Year Founded: 1896

What We Do

Roche is a global pioneer in pharmaceuticals and diagnostics focused on advancing science to improve people’s lives. The combined strengths of pharmaceuticals and diagnostics under one roof have made Roche the leader in personalised healthcare – a strategy that aims to fit the right treatment to each patient in the best way possible.

Roche is the world’s largest biotech company, with truly differentiated medicines in oncology, immunology, infectious diseases, ophthalmology and diseases of the central nervous system. Roche is also the world leader in in vitro diagnostics and tissue-based cancer diagnostics, and a frontrunner in diabetes management.

Founded in 1896, Roche continues to search for better ways to prevent, diagnose and treat diseases and make a sustainable contribution to society. The company also aims to improve patient access to medical innovations by working with all relevant stakeholders. Thirty medicines developed by Roche are included in the World Health Organization Model Lists of Essential Medicines, among them life-saving antibiotics, antimalarials and cancer medicines. Roche has been recognised as the Group Leader in sustainability within the Pharmaceuticals, Biotechnology & Life Sciences Industry ten years in a row by the Dow Jones Sustainability Indices (DJSI).

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