Ankit Vani

Machine Learning Researcher at RBC Borealis

Boston, Massachusetts, United States
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Summary

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Senior
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Ankit Vani is a machine learning researcher with 13 years of experience focused on representation learning, semantic understanding, and methods for systematic reasoning using dynamic memory and unbounded computation. He completed a PhD track at Mila where his work centered on enabling models to reason about the world, and has research stints at Meta FAIR, ServiceNow, and industry roles applying ML to satellite imagery and NLP. Recently joining RBC Borealis, he is exploring representation learning and the dynamics of sharpness-aware optimization beyond mere loss-surface smoothing. His projects bridge theory and practice, spanning in-context compositionality studies, self-supervised model structure emergence, and applied tasks like detection and segmentation. Based in Boston, he combines deep academic training with hands-on industry research, often probing why learning algorithms generalize rather than just how to make them fit. Ankit’s profile reflects a consistent curiosity about the computational principles of intelligence, not just model performance metrics.
code13 years of coding experience
job9 years of employment as a software developer
bookHigh School, High School at New Era Senior Secondary School
bookDoctor of Philosophy - PhD Computer Science, Doctor of Philosophy - PhD Computer Science at Université de Montréal
bookMaster of Science - MS Computer Science, Master of Science - MS Computer Science at New York University
bookBachelor of Engineering - BE Computer Engineering, Bachelor of Engineering - BE Computer Engineering at Savitribai Phule Pune University
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Github Skills (99)

python10
chat10
deep-learning10
gpu10
gpu-acceleration10
acceleration10
facebook-graph-api10
numpy10
neural-network10
tensor10
src10
finch10
tensorflow10
autograd10
stem10

Programming languages (7)

ShellC++CTeXJavaScriptJupyter NotebookPython

Github contributions (5)

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ankitkv/NUI

Jun 2013 - Jun 2013

Contributions:63 commits in 8 days
ankitkv/TD-VAE

Mar 2019 - May 2019

Contributions:41 commits, 38 pushes, 1 branch in 2 months
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Ankit Vani - Machine Learning Researcher at RBC Borealis