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September 15 & 16 2027

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September 15 & 16 2027 | Jaarbeurs Utrecht Keep me informed For visitors

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Program

About this edition

Program

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Giving a lecture

Testimonial speakers

Exhibitor list Blog & Knowledge

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Blog

Video series

Featured

Women @ Data Expo

Diversity within the tech sector

Interview: "We are moving from data-driven to value-driven"

Joep Steenbeek | Head of Data Office | City of Amsterdam

Blog TicketSwap: "Right now, we are mainly focused on what we need to build"

Jessica Ruland | Lead Product Manager | TicketSwap

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Big Data Expo Vorm F (1) Big Data Expo Vorm E (1)

Navigating through the protein engineering landscape with automated benchmarking

Wednesday 11:45 - 12:15
Lezingenzaal 8
Shu Zhao

AI Engineer

Meer over deze spreker
From bioethanol to laundry detergents, the biotech industry is developing enzymes that make everyday processes greener. During enzyme development, we engineer specific mutations to obtain desired properties, nowadays, often with the use of machine learning (ML) methods. However, it has become increasingly difficult to track which models perform best for our property of interest. Together with IFF, the Marks lab and Xebia, we developed a community driven framework that makes benchmarking as simple as a pull request. We present two packages to facilitate that process, proteingym-base and proteingym-benchmark. In proteingym-base we standardize the collection of biochemical data modalities into a single data-science ready archive, while proteingym-benchmark provides the setup for automated model benchmarking.
Karel van der Weg

IFF

Meer over deze spreker
From bioethanol to laundry detergents, the biotech industry is developing enzymes that make everyday processes greener. During enzyme development, we engineer specific mutations to obtain desired properties, nowadays, often with the use of machine learning (ML) methods. However, it has become increasingly difficult to track which models perform best for our property of interest. Together with IFF, the Marks lab and Xebia, we developed a community driven framework that makes benchmarking as simple as a pull request. We present two packages to facilitate that process, proteingym-base and proteingym-benchmark. In proteingym-base we standardize the collection of biochemical data modalities into a single data-science ready archive, while proteingym-benchmark provides the setup for automated model benchmarking.
From bioethanol to laundry detergents, the biotech industry is developing enzymes that make everyday processes greener. During enzyme development, we engineer specific mutations to obtain desired properties, nowadays, often with the use of machine learning (ML) methods. However, it has become increasingly difficult to track which models perform best for our property of interest. Together with IFF, the Marks lab and Xebia, we developed a community driven framework that makes benchmarking as simple as a pull request. We present two packages to facilitate that process, proteingym-base and proteingym-benchmark. In proteingym-base we standardize the collection of biochemical data modalities into a single data-science ready archive, while proteingym-benchmark provides the setup for automated model benchmarking.

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