Megha Gupta

About

I am a passionate researcher and Marie Skłodowska-Curie Research Fellow, focused on developing machine learning pipelines for rare neurodevelopmental disorders. My expertise spans machine learning, biostatistics, and fuzzy set theory, with a strong emphasis on solving real-world challenges through innovative methodologies.

I hold a PhD in Mathematics from IIT Hyderabad, complemented by professional experiences, including internships in AI and ML, where I gained hands-on expertise in NLP, Large Language Models, and frameworks like Pytorch.

Beyond research, I am dedicated to fostering global scientific collaboration, mentoring aspiring scientists, and translating cutting-edge innovation into impactful real-world solutions.

Employment

• University College Dublin Marie Curie Postdoctoral Fellow
  2024 - Present
• Badhaan, Tradl Technologies Pvt Ltd Machine Learning Intern
  2024 - 2034
• Carelon Global Solutions AI Intern
  2023 - 2024

Education

• Indian Institute of Technology Hyderabad Ph.D.
  2018 - 2023
• Indian Institute of Technology Hyderabad M.Sc. in Mathematics and Computing
  2016 - 2018
• University of Delhi B.Sc. (Honours)
  2013 - 2016

Projects & Funding

Projects & funding information is unavailable.

Publications (12)

• Appropriateness of distances in nearest neighbour classification: a monometric perspective
  Pattern Analysis and Applications 2025 DOI: 10.1007/s10044-024-01373-x
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• On the Existence of Non-trivial Monometrics on Betweenness Relations: Some Sufficient Conditions
  2025 DOI: 10.1007/978-3-031-97225-6_2
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• Distance functions from fuzzy logic connectives: A state-of-the-art survey
  Fuzzy Sets and Systems 2024 DOI: 10.1016/j.fss.2024.109040
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• Metrics from Fuzzy Implications and Their Application
  2024 DOI: 10.1007/978-3-031-12700-7_30
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• Pseudo-monometrics from fuzzy implications
  Fuzzy Sets and Systems 2023 DOI: 10.1016/j.fss.2022.11.001
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• A Study of Monometrics from Fuzzy Logic Connectives
  2023 DOI: 10.1007/978-3-031-39965-7_54
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• Fuzzy Implications Using Bandler-Kohout Subproduct
  2023 DOI: 10.1007/978-3-031-39965-7_56
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• Monometrics on Lattice Betweenness Using Fuzzy Implications
  2023 DOI: 10.1007/978-3-031-39965-7_55
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• Fuzzy compatibility relations and pseudo-monometrics: Some correspondences
  Fuzzy Sets and Systems 2022 DOI: 10.1016/j.fss.2022.08.001
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• Monodistances from Fuzzy Implications
  Information Processing and Management of Uncertainty in Knowledge-Based Systems 2022 DOI: 10.1007/978-3-031-08971-8_15
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