Data Engineering

Curating datasets and modeling allosteric dynamics with precision.

A 3D model of an atom with metallic and glossy elliptical rings surrounding a cluster of black and reflective spheres at the center, set against a dark background. Warm orange highlights accentuate the structure and add contrast to the composition.
A 3D model of an atom with metallic and glossy elliptical rings surrounding a cluster of black and reflective spheres at the center, set against a dark background. Warm orange highlights accentuate the structure and add contrast to the composition.
Dynamic GNN

Modeling distance fluctuations and residue attention layers.

Two people are working in a lab environment, both wearing lab coats. One person is seated and pointing at a computer screen, while the other is standing, looking at the screens. Multiple computer monitors display complex data, possibly related to scientific or medical research.
Two people are working in a lab environment, both wearing lab coats. One person is seated and pointing at a computer screen, while the other is standing, looking at the screens. Multiple computer monitors display complex data, possibly related to scientific or medical research.
A 3D representation of an atom structure featuring a central yellow sphere surrounded by smaller light blue spheres connected via red rods. The spheres and rods form a network resembling electron paths or orbitals, all set against a dark background.
A 3D representation of an atom structure featuring a central yellow sphere surrounded by smaller light blue spheres connected via red rods. The spheres and rods form a network resembling electron paths or orbitals, all set against a dark background.
A person is holding a laptop displaying geometric diagrams and equations. The screen shows a cube, a pyramid, and a cylinder with annotations. In the background, there is an open notebook on a wooden table, suggesting a study or learning environment.
A person is holding a laptop displaying geometric diagrams and equations. The screen shows a cube, a pyramid, and a cylinder with annotations. In the background, there is an open notebook on a wooden table, suggesting a study or learning environment.
Physics-Aware

Incorporating energy terms and spectroscopy constraints for validation.

Advanced Data Engineering

Specializing in allosteric datasets, spatiotemporal graphs, and dynamic GNN model development.

A laboratory setup with a black cylindrical apparatus attached to tubes on the left, a white digital scale displaying '293.2 g' in the center with a transparent beaker containing pink liquid on top of it, a digital thermometer, and a silver-colored laptop with an open screen on the right.
A laboratory setup with a black cylindrical apparatus attached to tubes on the left, a white digital scale displaying '293.2 g' in the center with a transparent beaker containing pink liquid on top of it, a digital thermometer, and a silver-colored laptop with an open screen on the right.
Dynamic Graph Neural Networks

Utilizing edge weights and attention layers for enhanced residue-level analysis in models.

Physics-Aware Training

Incorporating energy terms and spectroscopy constraints into loss functions for improved accuracy.

Validation Techniques

Verifying dynamics and testing allosteric switches in synthetic biology applications effectively.

Innovative Data Engineering Solutions

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

A person with their back to the camera is seated in a classroom, facing a blackboard filled with detailed chemical equations and diagrams. The room has wooden benches and desks, with large windows on one side allowing sunlight to illuminate the scene. There is a framed picture above the blackboard, and a stone-textured wall adds to the old-school ambiance.
A person with their back to the camera is seated in a classroom, facing a blackboard filled with detailed chemical equations and diagrams. The room has wooden benches and desks, with large windows on one side allowing sunlight to illuminate the scene. There is a framed picture above the blackboard, and a stone-textured wall adds to the old-school ambiance.
Dynamics

Innovative data engineering for structural biology insights.

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