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Internship – Machine Learning for Antibody Discovery from Sequencing Data(m/w/x)
Developing antibody discovery methods inspired by language models for biologic drug discovery. PhD in a technical field with machine learning fundamentals knowledge required. Collaboration across global teams, with opportunities to drive scientific publications and present at conferences.
Requirements
- Enrolled university student in PhD program
- PhD in Bioinformatics, Computational Biology, Computer Science, Statistics, Applied Mathematics, Physics, or related technical field
- Good knowledge of machine learning fundamentals
- Familiarity with language models
- Familiarity with causal representation learning
- Familiarity with unsupervised learning
- Experience with ML on biological data (desired)
- Detailed hands-on experience building neural networks
- Experience with at least one DL framework (preferably Pytorch)
- Keen to build unconventional models
- Knack for getting things to work
- Excellent communication skills
- Excellent collaboration skills
- Excellent interpersonal skills
- Complements company culture and standards
- Mandatory maintained enrollment at university for internship duration
- Non-EU/EFTA citizens: university certificate stating internship is mandatory
- Non-EU/EFTA citizens: continuously enrolled in university program for internship duration
Tasks
- Develop methods inspired by language models
- Apply unsupervised learning techniques
- Collaborate with teams in Basel, New York, and San Francisco
- Contribute to and drive scientific publications
- Present results at internal and external conferences
Education
- Currently in higher education
Languages
- English – Business Fluent
Tools & Technologies
- Pytorch
- Machine Learning
- Language Models
- Causal Representation Learning
- Unsupervised Learning
- Deep Learning Frameworks
- Neural Networks
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Internship – Machine Learning for Antibody Discovery from Sequencing Data(m/w/x)
Developing antibody discovery methods inspired by language models for biologic drug discovery. PhD in a technical field with machine learning fundamentals knowledge required. Collaboration across global teams, with opportunities to drive scientific publications and present at conferences.
Requirements
- Enrolled university student in PhD program
- PhD in Bioinformatics, Computational Biology, Computer Science, Statistics, Applied Mathematics, Physics, or related technical field
- Good knowledge of machine learning fundamentals
- Familiarity with language models
- Familiarity with causal representation learning
- Familiarity with unsupervised learning
- Experience with ML on biological data (desired)
- Detailed hands-on experience building neural networks
- Experience with at least one DL framework (preferably Pytorch)
- Keen to build unconventional models
- Knack for getting things to work
- Excellent communication skills
- Excellent collaboration skills
- Excellent interpersonal skills
- Complements company culture and standards
- Mandatory maintained enrollment at university for internship duration
- Non-EU/EFTA citizens: university certificate stating internship is mandatory
- Non-EU/EFTA citizens: continuously enrolled in university program for internship duration
Tasks
- Develop methods inspired by language models
- Apply unsupervised learning techniques
- Collaborate with teams in Basel, New York, and San Francisco
- Contribute to and drive scientific publications
- Present results at internal and external conferences
Education
- Currently in higher education
Languages
- English – Business Fluent
Tools & Technologies
- Pytorch
- Machine Learning
- Language Models
- Causal Representation Learning
- Unsupervised Learning
- Deep Learning Frameworks
- Neural Networks
About the Company
Roche
Industry
Pharmaceuticals
Description
The company is dedicated to advancing science and ensuring access to healthcare for everyone.
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