基本信息
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职业迁徙
个人简介
Extensive AI/ML/Data science and platform engineering experience. PhD from IITM and 20 years in data, from distributed systems to cloud computing, big data and data science. Leading data science and platform teams for the last 10 years.
Leading AI R&D team for C+AI data @Microsoft. "SpectFormer: Frequency and Attention is what you need in a Vision Transformer" is one of the R&D efforts I lead, collaborating with Badri Narayana Patro and a few other folks. SpectFormer will be available in the HuggingFace transformers library soon and then naturally to all Azure Machine Learning (AML) customers. We have also built Scattering Vision Transformer (SVT), which is a patented idea with state-of-art performance on several benchmark datasets.
Led element, Walmart’s ML platform and data sciences foundation teams as well as academic collaboration at Walmart Global Tech.
Building R&D teams from scratch, leading the teams and delivering significant value to stakeholders, not only in terms of patents and publications, but also in terms of productionization. Have put many models into production and built platforms used by hundreds of data scientists for building models and delivering enormous value for clients. Dollar value for impact goes into millions, primarily in cost savings and efficiency improvements.
Five granted US patents and four more in the pipeline. Publications in leading conferences/journals including IEEE transactions.
Speaker at top conferences including AAAI workshop 2022, CIKM 2021 (https://www.cikm2021.org/accepted-papers/applied), ECML 2020, Strata Data California 2018, Strata Data London 2017, fifth elephant 2017.
Leading AI R&D team for C+AI data @Microsoft. "SpectFormer: Frequency and Attention is what you need in a Vision Transformer" is one of the R&D efforts I lead, collaborating with Badri Narayana Patro and a few other folks. SpectFormer will be available in the HuggingFace transformers library soon and then naturally to all Azure Machine Learning (AML) customers. We have also built Scattering Vision Transformer (SVT), which is a patented idea with state-of-art performance on several benchmark datasets.
Led element, Walmart’s ML platform and data sciences foundation teams as well as academic collaboration at Walmart Global Tech.
Building R&D teams from scratch, leading the teams and delivering significant value to stakeholders, not only in terms of patents and publications, but also in terms of productionization. Have put many models into production and built platforms used by hundreds of data scientists for building models and delivering enormous value for clients. Dollar value for impact goes into millions, primarily in cost savings and efficiency improvements.
Five granted US patents and four more in the pipeline. Publications in leading conferences/journals including IEEE transactions.
Speaker at top conferences including AAAI workshop 2022, CIKM 2021 (https://www.cikm2021.org/accepted-papers/applied), ECML 2020, Strata Data California 2018, Strata Data London 2017, fifth elephant 2017.
研究兴趣
论文共 38 篇作者统计合作学者相似作者
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AAAI 2024no. 21 (2024): 22779-22787
arxiv(2023)
引用2浏览0EI引用
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NeurIPS (2023)
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Proceedings of the 30th ACM International Conference on Information & Knowledge Management (2021)
Advances in Intelligent Systems and ComputingAdvances in Information and Communicationpp.431-443, (2021)
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