Research Scientist (all genders) - Machine Learning for Small Molecules

Bayer

Oct 31, 2024

Applications are closed

Job
Full-time
Mid Level
Science
Research & Development
Berlin

Requirements

You hold a PhD in (computational) chemistry, computer science, mathematics, physics, or a related field
You are experienced in developing and applying Machine Learning approaches with a focus on chemistry and pharmaceutical use cases; a background in deep learning is a plus
It is an advantage if you have experience with uncertainty estimation and Active Learning, including techniques such as Conformal Predictors and Bayesian models like Gaussian Processes, as well as in working with multiomics data is an advantage
You are driven and curious to learn about experimental processes, novel mathematical approaches, and Life Science R&D at an industrial scale
With strong analytical thinking and a scientific mindset, you are ready to challenge the status quo
You demonstrate the ability to collaborate effectively in interdisciplinary teams and possess excellent interpersonal and communication skills
Fluent English language skills, both written and spoken round off your profile; knowledge of German is an advantage

Responsibilities

You push the boundaries of state-of-the-art Machine Learning approaches in small molecules research, focusing on uncertainty estimation, navigating chemical spaces, and modeling the properties of small molecules with pharmaceutical applications, including pharmacodynamics and pharmacokinetics
Designing and implementing Active Learning and Bayesian optimization strategies to improve pharmaceutically relevant properties of small molecules in chemical spaces of interest is part of your role
You develop methods for uncertainty estimation to assess the applicability domains of in-silico models and deliver actionable insights to project teams
Reducing cycle numbers in established design-make-test-analyze approaches to molecular design by augmenting design choices with data-informed compound prioritization is part of your responsibilities
Acting as a bridging partner between our Crop Science and Pharmaceuticals divisions as part of a life science collaboration falls within your scope of work
You collaborate closely with experimental units to translate data into tangible project impact
Exploring uncertainty modeling and Active Learning on modalities beyond small molecules to advance treatment options across therapeutic areas is part of your duties
Driving continuous improvements in methodologies and processes through your own expertise and experience, and by collaborating with Bayer’s scientists across organizational units, is expected in your role

FAQs

What is the location for the Research Scientist position?

The position is located in Berlin, Germany.

What is the main focus of the Research Scientist role?

The main focus is on advancing drug discovery by modeling pharmaceutically relevant properties of small molecules using machine learning approaches.

Is a PhD required for this position?

Yes, a PhD in (computational) chemistry, computer science, mathematics, physics, or a related field is required.

What kind of experience is preferred for applicants?

Experience in developing and applying machine learning approaches, particularly in chemistry and pharmaceutical use cases, is preferred. Background in deep learning and techniques such as uncertainty estimation and active learning is also advantageous.

How long is the contract for this position?

This is a fixed-term contract for two years.

Is knowledge of the German language required?

Fluent English language skills are required; knowledge of German is considered an advantage but not mandatory.

Are there opportunities for professional growth?

Yes, the company offers access to learning and development opportunities, training programs, coaching, and mentoring.

Does Bayer offer support for childcare?

Yes, Bayer offers support in the form of daycare centers, assistance in finding childcare, and time off for caring for elderly or dependent family members.

Is diversity and inclusion emphasized in the hiring process?

Yes, Bayer is committed to creating an inclusive work environment and welcomes applications from all individuals, regardless of diverse backgrounds or characteristics.

What are the main responsibilities of the Research Scientist position?

Main responsibilities include pushing the boundaries of machine learning approaches in small molecule research, designing active learning and Bayesian optimization strategies, collaborating with experimental units, and exploring uncertainty modeling on modalities beyond small molecules.

Bayer

Science for a better life

Science & Healthcare

Industry

10,001+

Employees

1863

Founded Year

Mission & Purpose

Bayer is a global enterprise with core competencies in the Life Science fields of health care and agriculture. Our products and services are designed to benefit people and improve their quality of life. At the same time, we aim to create value through innovation, growth and high earning power. Our products help address some of today’s biggest challenges, including global population growth, an aging society and the need to make efficient – and, wherever possible, sustainable – use of natural resources. In line with our mission “Bayer: Science For A Better Life,” we aim to improve people’s quality of life by preventing, alleviating or curing diseases. We also help provide an adequate supply of high-quality food, feed and renewable plant-based raw materials. For these endeavors, we focus on developing and successfully commercializing innovative products and solutions based on scientific knowledge.