Meghana Holla

Meghana Holla

I'm a Machine Learning Engineer at Bloomberg AI, where I work on machine learning for real-time bond valuation and fixed-income pricing (we are IBVAL!).

I earned my M.S. in Computer Science from Virginia Tech, where I was advised by Dr. Ismini Lourentzou as part of the Perception and Language (PLAN) Lab. My award-winning thesis, "Commonsense for Zero-Shot Natural Language Video Localization," explored the integration of commonsense knowledge into video-language understanding. At Virginia Tech, I was also affiliated with the Sanghani Center for Artificial Intelligence and Data Analytics. I completed my Bachelor's in Computer Science (Data Science specialization) from PES University, India.

My research interests span Multimodal Machine Learning and Reasoning, especially at the intersection of language and vision, and I'm now expanding into machine learning applications within the financial domain.

I'd love to connect and chat about multimodal ML, reasoning systems, or financial AI — feel free to reach out!

Recent Updates

Apr 2025

Invited to serve on the Program Committee for the Workshop in AI and Finance at ECAI 2025! [website]

Dec 2023

My work on commonsense for video localization is accepted to AAAI 2024!

Jun 2023

Joined Bloomberg AI as a Machine Learning Engineer!

May 2023

Defended my thesis and graduated from Virginia Tech!

Apr 2023
Apr 2023

My thesis work won the Paul E. Torgersen Research Excellence Award! [website] [announcement]

Jun 2022

Received the Grace Hopper Celebration (GHC) 2022 Student Scholarship - Thanks CS@VT!

Publications

Commonsense for Zero-Shot Natural Language Video Localization

Meghana Holla and Ismini Lourentzou

AAAI Conference on Artificial Intelligence (AAAI 2024)

Dialog Driven Face Construction using GANs

Malaika Vijay*, Meghana Holla*, Nishant Aklecha*, Ramamoorthy Srinath

IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2020)

Detection of Emphasis Words in Short Texts – A Context Aware Label Distribution Learning Approach

Meghana Holla, Bhaskarjyoti Das

International Conference on Advanced Informatics for Computing Research (ICAICR 2020)

Polarity Estimation in a Signed Social Graph Using Graph Features

Meghana Holla*, Nishant Aklecha*, Ornella I. Dsouza*, Bhaskarjyoti Das

International Conference on Smart City and Emerging Technology (SCEECS 2020)

On Detectors and Descriptors based Techniques for Face Recognition

Vinay A, Nishant Aklecha*, Meghana Holla*, K.N. Balasubramanya Murthy, S Natarajan

International Conference on Computational Intelligence and Data Science (ICCIDS 2018)

Academic Service

Program Committee: AIFin @ ECAI'25

Reviewer: ICLR'24, ACM PETRA'23, EMNLP'22

Selected Experience

Jun 2023 - Present
ML Engineer @ Bloomberg AI
Python Machine Learning ML Engineering Real-Time Inference ML Ops
Aug 2021 - May 2023
Graduate Research Assistant @ Virginia Tech
Python PyTorch Computer Vision NLP Multimodal ML
Aug 2020 - Aug 2021
Technology Associate @ Morgan Stanley
Python Java NLP Enterprise Search