Gauri Gupta
+44 7397235671
gaurifin0@gmail.com
Biomedical Engineer with First Class Honours from Imperial College London, specialising
in Electrical Engineering, with
experience in intelligent systems and
data analytics. Developed programs for testing software tools, built minimum
viable
products for various healthcare applications, and designed as well as improved AI networks
using classic ML and DRL. A
team player always eager to learn and
explore how technology can make our lives healthier, safer, and secure.
Skills
·
Programming
Languages / Software:
Python; MATLAB/Octave; C++; Git/GitHub; HPC; ITK-SNAP;
·
ML
Techniques Implemented: Reinforcement learning algorithms including
DQNs, Different representations of data including PCA, clustering, and Fishervectors, Distance metrics, Curve similarity measures,
k-NN, Neural networks, Ensemble Learning including random forests, Bayesian
statistical frameworks, Performance evaluation metrics
·
Project
Management: Planning
for project success in the face of strategic, organisational,
and operative challenges
·
Managing
Innovation: Skills to organise
and shape the innovation process in firms
Merits and Awards
·
IC
Health Hackathon 2020: Received the runner-up award for the NHSx (U.K.’s National Health Service) category after
demonstrating an end-to-end pipeline for streamlining access to blood test
results while simultaneously providing more context around them via NHS’s APIs.
·
National
Finnish Young Scientist Competition (TuKoKe) 2016: Received an award for research in Physics,
Investigating the Longitudinal Spherical Aberration of a Spherically Curved
Mirror.
Work, Research, and Social Service
Experience
·
R&D
Internship in an Imaging Software Company using AI for Stroke Analysis Brainomix,
Oxford, UK, Jul-Sep 2019
o
Developed
a program in Python that reports discrepancies in clot location results from
different apps.
o
Combined
data from two imaging modalities (CTA and CT) in classic machine learning
techniques to reduce the number of false positives in clot detection.
o
Examined
CTA and CT images for ischemic stroke to establish a ground truth used for
performance evaluation.
·
Master’s
Project - Deep Reinforcement Learning for Tracking Imperial College London, 2019-2020
o
Improved
the reward function used in a promising DRL approach for tracking structures in
biomedical images.
o
The
new reward function bases the network on a superior ground truth which shows
promise for more accurate tracking and a lighter network architecture leading
to faster processing.
·
Optimal
collimation window minimizing X-Ray radiation during angiography Imperial College London, 2018-2019
o
Worked
in a team to develop a software in MATLAB enabling reduction of X-Ray dosage
received by a patient.
o
Used
image processing techniques to achieve automatic determination of a collimation
window visualised in a GUI.
o
Demonstrated
an attenuation of 39.9% in radiation versus 28.3% using the standard,
asymmetric collimation.
·
UNICEF
on Campus Committee Fundraising Officer Imperial College London, 2018-2019
o
Met
the society’s fundraising target for the year by thinking of creative ways to
raise money.
o
Initiated
and organized a largescale event, Spring Showcase, held in collaboration with
other societies.
·
Robogals
Society Member Imperial
College London, 2017-2018
o
Taught
basic robotics to sixth form children. Promotes children, especially girls,
into STEM subjects.
Education
·
Integrated
MEng Degree in Biomedical Engineering (First Class Honours), Imperial College London, 2016-2020
Modules include: Digital Signal Processing (78%), Advanced Signal Processing
(76%), Image Processing (76%), Pattern Recognition (71%), Reinforcement
Learning (80%), Optimisation (80%), Brain Machine
Interfaces (66%)
·
International
Baccalaureate (37/45), Ressun lukio, Helsinki, Finland,
2013-2016
·
Comprehensive
Music Education Certificate (4/5),
Helsinki Conservatory of Music, 2007-2015
Certifications
·
Machine
Learning by Stanford University, Coursera
Interests
·
Hip-Hop;
Guitar; Badminton; Trying new food
Links
·
LinkedIn
profile: https://www.linkedin.com/in/gauri-gupta-b909a0153/
·
GitHub
profile: https://github.com/guptg