Rajat Punia

Rajat Punia

Research Scientist
India

نبذة عني

Research Scientist at MoleculeAI (May 2023: Mar 2024)

الخبرة

Research Scientist (part-time)

MoleculeAI
Jun 2023 - حتى الآن · 3 سنوات 1 شهر

I work on development of AI/ML models for molecular property (e.g. ADMET) predictions, and de-novo drug design. Specifically, I have experience with graph neural networks and diffusion models. I also use/develop enhanced sampling molecular dynamics methods for computational data generation, protein structure/dynamics analysis, protein-drug interaction analysis and free-energy calculations.

Research Scientist

MoleculeAI
May 2023 - Mar 2024 · 10 أشهر

Developed graph neural network-based model for ADMET property prediction of small molecules.
Developed diffusion models for target-aware small molecule and antibody CDR design.
Generated computational training data for drug-design models, using enhanced MD sampling techniques.
Developed a computational protocol for off-target prediction of small-molecule drug candidates.

Research Associate

Indian Institute of Technology Delhi
May 2018 - Jul 2018 · 2 أشهر

Developed memory-efficient computational program to compute normal modes of large protein assemblies.

المهارات

الكيمياء الحيوية علم الأحياء الجزيئي بايثون (لغة برمجة) علم الحيويات الحوسبية التعلم العميق تعلم الآلة خبرة البحث الذكاء الاصطناعي (AI) Bash MATLAB GROMACS CP2K PLUMED Deep learning Ab-initio modelling Density Functional Theory Molecular dynamics Graph neural networks Diffusion models QM/MM simulations Enhanced sampling Normal mode analysis Bias-exchange metadynamics Linear response theory
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