Mandeep Kaur Saggi
Quantum Machine Learning, Deep Learning, Big Data Analytics
I am currently working as a Postdoctoral Research Associate in the Department of Chemistry and Computer Science under Prof. Sabre Kais group. I completed my Ph.D. (December 2021) in the domain of Agriculture and Machine learning in Computer Science & Engineering Department under the supervision of Dr. Sushma Jain at Thapar Institute of Engineering and Technology, Patiala, India. My current research interests are in the areas of Quantum Machine Learning, Machine Learning, Deep Learning, and Big Data with applications in various domains. I am interested in Computer Vision and Machine Learning, specifically, some of the problems I find interesting are classification, recognition, segmentation, and object detection. I previously worked in the areas of Machine Learning, Deep Learning, and Artificial Intelligence and their applications in Detection and Defence against Adversarial attacks, Vehicle-Traffic sign detection, Chem-informatics, Smart Agriculture, Irrigation Scheduling, and Multiomic- genomic Biology. I am keenly interested in the intersection of Genomics and Machine Learning, employing computational analysis for multi-omic data/image integration, classification, segmentation, and detection. I envision my future research to span across some interrelated sub-areas of Computer vision, Bio-informatics, Climate Crop-soil modeling, and Medical imaging.
Works (19)
2025 journal article
Application of quantum-inspired tensor networks to optimize federated learning systems
QUANTUM MACHINE INTELLIGENCE, 7(1).
open access via doi.org (publisher)2023 journal article
Proposition of new ensemble data-intelligence model for evapotranspiration process simulation
Journal of Ambient Intelligence and Humanized Computing.
2023 journal article
Quantum Machine Learning Predicting ADME-Tox Properties in Drug Discovery
Journal of Chemical Information and Modeling.
2022 journal article
A Survey Towards Decision Support System on Smart Irrigation Scheduling Using Machine Learning approaches
Archives of Computational Methods in Engineering.
2022 journal article
Cyanobacteria blue-green algae prediction enhancement using hybrid machine learning–based gamma test variable selection and empirical wavelet transform
Environmental Science and Pollution Research.
2022 journal article
Deep learning versus gradient boosting machine for pan evaporation prediction
Engineering Applications of Computational Fluid Mechanics.
2022 article
Quantum Machine Learning Algorithms
Wong, R., Garg, T., Thombre, R., Romo, A. M., Niranjan, P. N., Sen, P., … Bhatia, A. S. (2022, July 11). Emerging Computing Paradigms.
2022 journal article
Reference evapotranspiration prediction using high-order response surface method
Theoretical and Applied Climatology.
2020 journal article
A Newly Developed Integrative Bio-Inspired Artificial Intelligence Model for Wind Speed Prediction
IEEE Access.
2020 journal article
Application of fuzzy-genetic and regularization random forest (FG-RRF): Estimation of crop evapotranspiration (ET ) for maize and wheat crops
Agricultural Water Management.
2020 journal article
Continuous monitoring of suspended sediment concentrations using image analytics and deriving inherent correlations by machine learning
Scientific Reports.
2020 journal article
Deep learning under H2O framework: A novel approach for quantitative analysis of discharge coefficient in sluice gates
Journal of Hydroinformatics.
2020 journal article
QPSO-CD: quantum-behaved particle swarm optimization algorithm with Cauchy distribution
Quantum Information Processing.
2019 journal article
Implementation of evolutionary computing models for reference evapotranspiration modeling: short review, assessment and possible future research directions
Engineering Applications of Computational Fluid Mechanics.
2019 journal article
Matrix Product State–Based Quantum Classifier
Neural Computation.
2019 journal article
Reference evapotranspiration estimation and modeling of the Punjab Northern India using deep learning
Computers and Electronics in Agriculture.
2019 journal article
Viability of the advanced adaptive neuro-fuzzy inference system model on reservoir evaporation process simulation: case study of Nasser Lake in Egypt
Engineering Applications of Computational Fluid Mechanics.
2018 journal article
A survey towards an integration of big data analytics to big insights for value-creation
Information Processing &Amp; Management.
2015 conference paper
Isolation of Sybil attack in VANET using neighboring information
2015 IEEE International Advance Computing Conference (IACC).
Employment
Updated: July 7th, 2024 19:05
2022 - present
Education
Updated: July 7th, 2024 19:41
2016 - 2021
2013 - 2015
Funding History
Funding history based on the linked ORCID record. Updated: July 7th, 2024 19:52