
sandeep.singh@ece.iitr.ac.in
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Indian Institute of Technology
Data Scientist
June 18, 2026 – Present
uncertainty_edl_graph
June 9, 2021 – July 27, 2021
Anomaly detection in maritime navigation with evidential deep learning based on graph-based clustering
View ProjectAnomaly-Detection
December 22, 2020 – June 13, 2021
Detecting automatic identification system (AIS) on-off switching anomalies, unusual turn detection, and deviation of trajectories of vessels.
View ProjectTrajectory-Prediction
December 22, 2020 – August 31, 2021
A python framework to predict trajectories of vessels with machine learning algorithms, such as lstm, seq2seq, etc.
View ProjectMarkov-Modeling-EON-DF
December 21, 2020 – December 21, 2020
Models the resource allocation with spectrum defragmentation in eleastic optical networks using continuous time Markov chain models.
View ProjectMarkov-Modeling-EON
December 21, 2020 – December 23, 2020
Model the resource allocation in eleastic optical networks using continuous time Markov chain.
View ProjectWDM-PON
December 21, 2020 – December 24, 2020
A Java-based simulator for wavelength division multiplexed or orthogonal frequency division multiplexed passive optical networks.
View ProjectAnimal-Human-Cohabitation
December 21, 2020 – April 3, 2021
Building an early warning system which detects wild animals near the road/rail with the help of wireless sensor networks and alerts passing vehicles of possible animal crossing.
View ProjectDefrag-HTA-Aux
September 28, 2015 – December 9, 2022
A Java-based Simulator for Evaluating any Spectrum Allocation Policy and defragmentation in Elastic Optical Networks
View ProjectDefrag-HTA
September 11, 2015 – December 23, 2020
A JAVA-based simulator for evaluating defragmentation in elastic optical network with holding time awareness of traffic flows
View ProjectCultural Fit Analysis
The candidate's projects demonstrate a strong focus on research-oriented problems, particularly in network optimization and maritime navigation. While diverse in application, the projects are predominantly personal and academic, which may indicate a strong independent work ethic but provides limited insight into collaborative or corporate cultural fit. The single listed experience as 'Data Scientist' at an 'Indian Institute of Technology' starting in the future (2026) suggests a potential academic background or an error in the provided data, making it difficult to assess alignment with a typical industry role.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. The psychometric test score is 0, providing no insights.