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Dr. Barkha Singh

Assistant Professor, School of Artificial Intelligence / Research Centre, Faridabad

Qualification: Doctorate (Ph.D.), MTech, B.Tech
barkha.singh@dl.amrita.edu
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Research Interest: Quantum computing, Machine learning, and Computational mathematics

Bio Publications Research Grants FDP / Workshops Research Talks Delivered Invited Talks Membership Awards
Bio

A highly accomplished and innovative Quantum Computational Scientist with expertise in Quantum computing, Machine learning, and Computational mathematics. She has a proven track record of developing cutting-edge quantum algorithms for applications in ground state estimation, hybrid quantum-classical neural networks, and quantum machine learning. Her strong background spans academia, research, and industry, with extensive experience in Python, IBM Qiskit, and PyTorch. She is passionate about advancing the frontiers of quantum computing, particularly its applications in machine learning, and optimization.

Publications

Journal Article

Year : 2025

Comparative Analysis of Intrusion Detection Models Using Quantum Machine Learning Techniques

Cite this Research Publication : Barkha Singh, S. Indu, Sudipta Majumdar, Comparative Analysis of Intrusion Detection Models Using Quantum Machine Learning Techniques, Circuits, Systems, and Signal Processing, Springer Science and Business Media LLC, 2025, https://doi.org/10.1007/s00034-025-03256-w

Publisher : Springer Science and Business Media LLC

Year : 2025

Comparison of machine learning algorithms for classification of Big Data sets

Cite this Research Publication : Barkha Singh, Sreedevi Indu, Sudipta Majumdar, Comparison of machine learning algorithms for classification of Big Data sets, Theoretical Computer Science, Elsevier BV, 2025, https://doi.org/10.1016/j.tcs.2024.114938

Publisher : Elsevier BV

Year : 2024

A systematic comparative analysis of Quantum mechanics-based image processing and denoising algorithms

Cite this Research Publication : Barkha Singh, Sudipta Majumdar, Sreedevi Indu, A systematic comparative analysis of Quantum mechanics-based image processing and denoising algorithms, Quantum Studies: Mathematics and Foundations, Springer Science and Business Media LLC, 2024, https://doi.org/10.1007/s40509-024-00330-x

Publisher : Springer Science and Business Media LLC

Conference Paper

Year : 2023

Intelligent Data Analytics, IoT, and Blockchain

Cite this Research Publication : Bashir Alam, Mansaf Alam, Intelligent Data Analytics, IoT, and Blockchain, null, Auerbach Publications, 2023, https://doi.org/10.1201/9781003371380

Publisher : Auerbach Publications

Year : 2023

Development Of A Classification Architecture For Images Represented Using Quantum Theory : *using IBM QISKIT Liberaries

Cite this Research Publication : Barkha Singh, S. Indu, Sudipta Majumdar, Development Of A Classification Architecture For Images Represented Using Quantum Theory : *using IBM QISKIT Liberaries, 2023 3rd International conference on Artificial Intelligence and Signal Processing (AISP), IEEE, 2023, https://doi.org/10.1109/aisp57993.2023.10134825

Publisher : IEEE

Year : 2021

3D skeletal gesture recognition through discriminative coding: Human activity recognition using time warping invariant Riemannian trajectories

Cite this Research Publication : Barkha Singh, J. Panda, 3D skeletal gesture recognition through discriminative coding: Human activity recognition using time warping invariant Riemannian trajectories, 2021 5th International Conference on Intelligent Computing and Control Systems (ICICCS), IEEE, 2021, https://doi.org/10.1109/iciccs51141.2021.9432304

Publisher : IEEE

Research Grants
  • GATE 2019 AICTE PG SCHOLARSHIP (2 years)
  • Delhi Technological University, Delhi Full-Time Ph.D. Teaching Assistantship Fellowship (5 years)
  • PATENT (Grant-In-Process): The application titled “QUANTUM MACHINE LEARNING BASED INTRUSION DETECTION SYSTEM AND METHOD FOR BIG-DATA CYBER SECURITY ANALYTICS” has been filed along with a request for early publication at the Indian Patent Officeon 18 March 2026 as a complete application. Reference No:TEMP/E1/35711/2026DEL, Application No: 202611032670.
FDP / Workshops
  • Participated and completed a one-week AICTE – ATAL Academic Faculty Development Program on Machine Learning for Wireless Networks and Computer Vision with Hands-on experience at DTU, DELHI from 11th to 23rd Nov 2024.
  • Participated and completed a one-week Academic Faculty Development Program on Advancement in Emerging Technologies in Electronics & Communication Engineering organized by the Department of ECE, G.B. Pant institute of Engineering & Technology, Pauri Garwahl, Uttarakhand, held from 29th May to 3rd June 2024.
  • Participated and completed a one-week Academic Faculty Development Program on Recent Trends in Computing 4.0, organized by the Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, from 8th to 13th July 2024.
  • Participation in Quantum Computing: Theory, Algorithm & Reality (QCTAR) 2026, A 2 days’ workshop organized by Quantum Research Park (QuRP) held at IISc Bengaluru on 10,11 March 2026, funded by Karnataka Innovation and Technological Society, of Karnataka & IISc Bengaluru, under NQM.
  • Participation in “Build your first Quantum Algorithm: Hands on QML, QFT, QNN”, a 1-day workshop organized by the Department of Quantum AI, Vellore Institute of Technologyon 8 th May 2026.
  • Participation in “AI IN THREAT INTELLIGENCE AND SECURITY ANALYTICS, SCOPE, VIT VELLORE, a 1-day workshop organized by the School of Computer Science & Engineering, Vellore Institute of Technology,on 25 th April 2026.
  • Participation in one week “International Young Quantum Scientists’’ Meet 2026 held from 16 th -20 th March 2026, organized by JIIT Noida.
  • Participation in QS Conclave IIT DelhiWorkshop in association with C-DAC Pune and IIT DELHI on 23rd March 2026.
  • Certification of appreciation as a valuable organizing member at the 16 th IEEE International Conference on SOLI 2022, organized during Dec 2-4, 2022
  • Participated in an offline workshop “AI and ML with Data Science” conducted by IIT Roorkeein association with National Social Summit 2024 on April 6-7 th , 2024.
  • Completed Remarkskill Technical Workshop on AI and ML in association with TRYST 2024, IIT DELHI on 17-18 th Feb 2024 at IIT Delhi.
  • Participated in Qiskit Global Summer School 2023: Theory to Implementation on sept 1, 2023, at IIT Delhi in association with IBM.
  • Participated in Technological Advances in Communication for this Decade on National Technology Day on 11 th May 2023, organized by DTU, Delhi.
  • Completed Remarkskill Technical Workshop on AI with Machine Learning in association with TRYST 2024, IIT DELHI on 13-14 th April 2024 at IIT Delhi.
  • Participation in the NXP Campus Connect program on the topic of Quantum Computing on April 18, 2023, held at DTU, DELHI.
  • Participation in the 2023 IEEE SPS Seasonal School on Quantum Computing and Machine Learning held at IIT DELHI on 14-15 th April 2023
Research Talks Delivered
  • Invited as a Resource Person to talk upon “Quantum Computing and Opportunities” along with hands-on-project session tutorial to researchers and students in TWO-WEEK REFRESHER COURSE on “UNDERSTANDING SIGNAL PROCESSING & MACHINE LEARNING: CONCEPTS AND APPLICATIONS” organized by Department of ECE, Delhi Technological University, under VIKSIT BHARAT ABHYAN on 13th July 2026.
Invited Talks
  • Invited Talk for Valuable Contribution to 2 Week Refresher Course on “Introduction to Signal Processing, Image Processing and Machine Learning” July 3rd to 14th ,2023 organized by IEEE DTU and Department of ECE, DTU Delhi.
Membership
  • IEEE DTU
  • IBM Women in Technology
Awards
  • Best Researcher Award | QUANTUM SCIENCE| Innovationtechnologist.com | International
  • Research Excellence award 2026 | Delhi Technological University DELHI | National
  • 2nd prize | BPCL & BIT MESRA| PROJECT PRESENTATION at Research Scholar Day Award. | National
  • 2nd prize | National Math Olympiad. | National
  • 1st prize | PDM University, Haryana | Project Presentation award at University Level | National
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