Ayana Ghosh

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 11

Top Topics

Electron Microscopy

Top Venues

Mach. Learn. Sci. Technol.

Nat. Mac. Intell.

Publications

Ayana Ghosh, Maxim A. Ziatdinov, Sergei V. Kalinin
Active Deep Kernel Learning of Molecular Functionalities: Realizing Dynamic Structural Embeddings. CoRR (2024)
Zachary R. Fox, Ayana Ghosh
Active Causal Learning for Decoding Chemical Complexities with Targeted Interventions. CoRR (2024)
Gayathri Saranathan, Martin Foltin, Aalap Tripathy, Maxim A. Ziatdinov, Ann Mary Justine Koomthanam, Suparna Bhattacharya, Ayana Ghosh, Kevin Roccapriore, Sreenivas Rangan Sukumar, Paolo Faraboschi
Towards Rapid Autonomous Electron Microscopy with Active Meta-Learning. SC Workshops (2023)
Sergei V. Kalinin, Debangshu Mukherjee, Kevin M. Roccapriore, Ben Blaiszik, Ayana Ghosh, Maxim A. Ziatdinov, Anees Al-Najjar, Christina Doty, Sarah Akers, Nageswara S. V. Rao, Joshua C. Agar, Steven R. Spurgeon
Deep Learning for Automated Experimentation in Scanning Transmission Electron Microscopy. CoRR (2023)
Ayana Ghosh, Sergei V. Kalinin, Maxim A. Ziatdinov
Discovery of structure-property relations for molecules via hypothesis-driven active learning over the chemical space. CoRR (2023)
Maxim A. Ziatdinov, Ayana Ghosh, Chun Yin Wong, Sergei V. Kalinin
AtomAI framework for deep learning analysis of image and spectroscopy data in electron and scanning probe microscopy. Nat. Mac. Intell. 4 (12) (2022)
Maxim A. Ziatdinov, Ayana Ghosh, Sergei V. Kalinin
Physics makes the difference: Bayesian optimization and active learning via augmented Gaussian process. Mach. Learn. Sci. Technol. 3 (1) (2022)
Sergei V. Kalinin, Rama K. Vasudevan, Yongtao Liu, Ayana Ghosh, Kevin Roccapriore, Maxim A. Ziatdinov
Microscopy is All You Need. CoRR (2022)
Ayana Ghosh, Bobby G. Sumpter, Ondrej Dyck, Sergei V. Kalinin, Maxim A. Ziatdinov
Ensemble learning and iterative training (ELIT) machine learning: applications towards uncertainty quantification and automated experiment in atom-resolved microscopy. CoRR (2021)
Sergei V. Kalinin, Maxim A. Ziatdinov, Jacob D. Hinkle, Stephen Jesse, Ayana Ghosh, Kyle P. Kelley, Andrew R. Lupini, Bobby G. Sumpter, Rama K. Vasudevan
Automated and Autonomous Experiment in Electron and Scanning Probe Microscopy. CoRR (2021)
Maxim A. Ziatdinov, Ayana Ghosh, Tommy Wong, Sergei V. Kalinin
AtomAI: A Deep Learning Framework for Analysis of Image and Spectroscopy Data in (Scanning) Transmission Electron Microscopy and Beyond. CoRR (2021)