Data Engineering

Curating datasets and modeling dynamics for structural biology applications.

A complex molecular structure represented in a 3D model with interconnected hexagonal patterns. The image has a vibrant magenta and cyan color scheme set against a dark background, creating a sense of depth and complexity.
A complex molecular structure represented in a 3D model with interconnected hexagonal patterns. The image has a vibrant magenta and cyan color scheme set against a dark background, creating a sense of depth and complexity.
Dynamic GNN

Modeling edge weights with distance fluctuations and attention layers.

Two scientists in a laboratory, both wearing white lab coats and protective eyewear. The scientist in the foreground is using a pipette, while the one in the background is working on a computer. Various laboratory equipment and supplies are visible around them.
Two scientists in a laboratory, both wearing white lab coats and protective eyewear. The scientist in the foreground is using a pipette, while the one in the background is working on a computer. Various laboratory equipment and supplies are visible around them.
A 3D rendering of an abstract atomic structure composed of metallic rings orbiting a central cluster of spheres with glowing light effects. The scene is dark, highlighting the glowing elements and metallic sheen.
A 3D rendering of an abstract atomic structure composed of metallic rings orbiting a central cluster of spheres with glowing light effects. The scene is dark, highlighting the glowing elements and metallic sheen.
A close-up of a shiny, metallic structure that resembles a molecular model. The background features a vibrant red hue, with bokeh circles of light scattered across the image, creating an abstract, artistic feel.
A close-up of a shiny, metallic structure that resembles a molecular model. The background features a vibrant red hue, with bokeh circles of light scattered across the image, creating an abstract, artistic feel.
Physics-Aware

Incorporating energy terms and spectroscopy constraints in training.

Innovative Data Engineering

Specializing in allosteric datasets and advanced modeling techniques for structural biology applications.

A person is standing in a laboratory, working on a laptop. The lab is equipped with various scientific instruments and glassware is visible on the shelves, including beakers and burettes containing different colored liquids. The atmosphere is well-lit with natural light coming from a large window.
A person is standing in a laboratory, working on a laptop. The lab is equipped with various scientific instruments and glassware is visible on the shelves, including beakers and burettes containing different colored liquids. The atmosphere is well-lit with natural light coming from a large window.
A close-up view of a molecular structure diagram on a page, featuring interconnected atomic symbols, primarily representing oxygen and hydrogen atoms with bonds indicated by lines and dots.
A close-up view of a molecular structure diagram on a page, featuring interconnected atomic symbols, primarily representing oxygen and hydrogen atoms with bonds indicated by lines and dots.

Data Engineering Services

Transforming molecular data into actionable insights through innovative engineering solutions.

Dynamic GNN Models

Utilizing distance fluctuations and attention layers for enhanced residue-level analysis in molecular dynamics.

A person wearing safety glasses and gloves operates a scientific instrument, possibly in a laboratory setting. They hold a small vial near a device labeled 'Applied Nanofluorescence' while a computer monitor shows data graphs and charts in the background.
A person wearing safety glasses and gloves operates a scientific instrument, possibly in a laboratory setting. They hold a small vial near a device labeled 'Applied Nanofluorescence' while a computer monitor shows data graphs and charts in the background.
Physics-Aware Training

Incorporating energy terms and constraints for robust model validation in structural biology applications.

A complex, colorful molecular structure featuring a series of interconnected, swirling ribbons in red and orange hues against a light gray background. The ribbons curve and intertwine in a symmetrical pattern, resembling a detailed scientific illustration.
A complex, colorful molecular structure featuring a series of interconnected, swirling ribbons in red and orange hues against a light gray background. The ribbons curve and intertwine in a symmetrical pattern, resembling a detailed scientific illustration.
Dynamics

Innovative data engineering for structural biology insights.

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