Arnab D. Email and Phone Number
With over 8 years of experience in data science, computational geophysics, and machine learning, I am passionate about applying cutting-edge artificial intelligence techniques to solve challenging scientific problems. I am currently a Senior Data Scientist at SparkCognition, a leading AI company that provides solutions for various industries, such as energy, aerospace, defense, and finance.At SparkCognition, I use generative AI to tackle complex physics-based problems. I leverage my skills in programming, C, Python, Fortran, MATLAB, and deep learning to develop and implement innovative algorithms and models that can generate realistic and accurate simulations and predictions. I also collaborate with a diverse and talented team of researchers, engineers, and domain experts to deliver high-quality and impactful results. Previously, I was a Graduate Research Assistant at The University of Texas at Austin, where I worked on probabilistic optimization methods for large-scale seismic inverse problems and deep learning for full waveform inversion and carbon sequestration. I also gained valuable industry experience as an Intern at Chevron, where I applied quantitative interpretation and data science techniques to seismic data analysis
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Senior Data ScientistAvathon Sep 2023 - PresentAustin, Texas, United StatesGenerative AI to solve complex physics based scientific problems. -
Data Science ConsultantAvathon Sep 2022 - Sep 2023Austin, Texas, United StatesGenerative AI on seismic imaging -
Graduate Research AssistantThe University Of Texas At Austin Aug 2019 - Sep 2023Austin, Texas AreaThesis : Regularizing seismic inverse problems : Transdimensional and machine learning based strategiesProbabilistic optimization algorithms for large scale seismic inverse problemDeep learning for Full Waveform Inversion and carbon sequestrationMy paper demonstrating the use of deep learning for FWI was awarded the best student paper in International Meeting of Geoscience and Energy-2022My presentation at EAGE (European Association of Geoscientists and Engineer-2022) received one of the highest ratings.Presented my research on SEG podcast : https://seg.org/podcasts/episode-155-removing-the-starting-model-for-fwi/ -
InternChevron May 2022 - Aug 2022Houston, Texas, United StatesQuantitative Interpretation/Data Science Intern -
Machine Learning ResearcherShell May 2021 - Aug 2021Houston, Texas, United StatesDenoising and Enhancement of seismic images using deep learning techniques -
Research Geophysicist InternSchlumberger Jan 2019 - Jul 2019London, United KingdomDeep Learning For MultiComponent Data Processing inspired from computer vision community -
Research AssistantColorado School Of Mines Aug 2017 - Dec 2018Golden, Colorado- Dictionary Learning for Surface wave noise attenuation- Integrating Engineering and Seismic dataset to delineate the subsurface -
Machine Learning Technology Intern For Drilling AnalyticsHalliburton May 2018 - Aug 2018Houston, Texas Area- Developed machine learning, trend analysis and Recurrent Neural Network based models on real time data to optimize drilling operations- A multi-agent system which combines the strengths of all the models was developed.- Deployed machine learning models as python based microservices- Developed dashboard using NodeJS and AngularJS -
Geophysicist / Software DeveloperSchlumberger Aug 2016 - Jul 2017Pune Area, India- Developer for Petrel plugins for Image Registration for Multicomponent Depth Processing- Developer for Petrel plugins for fault interpretation from post stack seismic data- Omega SFM Developer for Omega-ProSource Integration Project. The goal of the project was to develop modules to handle storage of large prestack seismic datasets in the data lake. -
Research And Engineering GeophysicistSchlumberger Jul 2014 - Jul 2016Mumbai Area, IndiaWorked in several roles as part of the Mumbai Seismic Processing Software team- Depth and time processing of seismic data - Quality Assurance (QA) of Velocity Model Building modules of Omega and Petrel seismic processing software- Client trainings on depth imaging and Common Image Point (CIP) tomography- Developed a Pre-stack seismic calculator plugin in Petrel -
InternNational Geophysical Research Institute May 2012 - Jan 2014Hyderabad,India- Curvelet based seismic denoising and interpolation:Application to crustal reflection dataFractal based initial models for seismic inversion- Seismic Modeling and Reverse Time Migration in frequency domain
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Summer InternBg Group May 2013 - Jun 2013Mumbai Area, IndiaAVO analysis and Seismic Inversion for Characterization of Mid-Tapti Reservoir -
Summer InternshipIndian Institute Of Technology, Kharagpur May 2011 - Jul 2011Application of Artificial Intelligence Techniques to estimate Reservoir Properties
Arnab D. Education Details
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Doctor Of Philosophy - Phd -
Exploration Geophysics
Frequently Asked Questions about Arnab D.
What company does Arnab D. work for?
Arnab D. works for Avathon
What is Arnab D.'s role at the current company?
Arnab D.'s current role is Senior Data Scientist @ SparkCognition | PhD, Generative AI.
What schools did Arnab D. attend?
Arnab D. attended The University Of Texas At Austin, Indian Institute Of Technology, Kharagpur.
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