プロフィール詳細

プロジェクトを作成

★★★★★

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Dr. Sabarish V.に依頼

India

Physics-informed Computer Vision & ML Expert | CFD, Data-Centric AI, Scientific ML

プロフィール概要

I work at the intersection of computer vision, machine learning, and physical systems, helping teams build models that are not just accurate, but understandable, reliable, and grounded in data. My background is in computational fluid dynamics and turbulence modeling, with a PhD focused on nonlinear dynamical systems. I now apply that foundation to modern ML problems, especially where data quality, model behavior, and physical consistency matter. At Akridata, I have led development of a data-centric AI platform for computer vision, covering dataset design, labeling workflows, embedding-based search, model training, evaluation, and debugging. My work focuses on improving model performance through structured data iteration and analysis, rather than trial-and-error tuning. I can help with: Computer vision model development and evaluation Dataset design, annotation strategy, and data debugging Embedding-based analysis (clustering, similarity, outliers) ML pipeline design and workflow automation Physics-informed ML and scientific modeling I’m particularly interested in projects involving: Scientific or engineering data Physical systems (fluids, materials, simulations) Complex datasets where model behavior needs to be understood and improved

専門分野

• ★ Computer Vision
• ☆ Computational Fluid Dynamics
• ☆ Data Analysis
• ☆ Image Processing
• ☆ Computer Simulation/Computational Modeling
• ☆ Algorithm Design
• ☆ Predictive Modeling & Analytics
• ☆ Data Exploration
• ☆ Cluster Analysis
• ☆ Machine Learning
• ☆ Neural Networks
• ☆ Pattern Recognition
• ☆ Artificial Intelligence
• ☆ Deep Learning

サービス

• Writing
• Research
• Consulting
• Data & AI

Writing Technical Writing

Research Feasibility Study, Technology Scouting, Scientific and Technical Research, Systematic Literature Review

Consulting Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Image Processing, Algorithm Design-ML, Data Visualization, Data Insights

職務経験

Data Science Manager

Akridata

7月 2019 - 現在

Research Associate

University of Melbourne

2月 2017 - 5月 2018

Intern (Advanced Technologies Group)

General Electric

5月 2011 - 7月 2011

学歴

Doctor of Philosophy (Faculty of Engineering and the Environment)

University of Southampton

11月 2013 - 11月 2017

Dual Degree: B.Tech, M.Tech (Aerospace Engineering)

Indian Institute of Technology Madras

8月 2008 - 5月 2013

認定資格

• 認定資格の詳細は未入力です。

出版物

CONFERENCE PAPER

Sabarish Vadarevu, Ajith Kumar Battaje, Alexander Berkovich (2023). DataExplorer - Computer Vision data management, exploration, curation, and modeling at scale .

JOURNAL ARTICLE

(2019). Coherent structures in the linearized impulse response of turbulent channel flow . Journal of Fluid Mechanics.

Sabarish B. Vadarevu, Sean Symon, Simon J. Illingworth, Ivan Marusic(2019). Coherent structures in the linearized impulse response of turbulent channel flow . Journal of Fluid Mechanics. 863. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 1190--1203. Cambridge University Press ({CUP})

PREPRINT

(2016). Exact coherent states for grooved Couette flows.