VinBigData Chest X-ray Abnormalities Detection
-
Worked with a team of 3 to build a model capable of detecting Abnormalities on Chest X-rays and locating them.
-
Effectively led the team to build GPU powered virtual machine on AWS.
-
The model created by the team was ranked in the top 7% of the Kaggle competition and achieved a bronze medal.
Determine Risks Factors Associated with Strokes
-
Used statistical learning to identify the combination of the features that are more likely to be associated with stroke.
-
Identified the 5 factors increasing the risk of developing a stroke using unsupervised learning.
Predicting Heart Disease Risk with Random Forest
-
Used a random forest model to identify subjects with heart disease, the leading cause of death in the United States.
-
The model achieved 80% accuracy, highlighting the potential of machine leering in assisting and accelerating the diagnosis of heart disease.
Work experience
Scientist / Bioinformatician at 4D pharma plc
Nov 2021 – Sep 2022
Senior Scientist at Pencil Biosciences Limited
Sep 2020 - Oct 2021
Data Science Fellow at S2DS - Pivigo
Aug 2020 - Sep 2020
S2DS and Pageant Media London, UK S2DS is a selective five-weeks project-based Data Science training in commercial and technical skills.
-
Worked remotely with 5 people using Scrum and Agile methods for Pageant Media.
-
Used Natural Language Processing (spaCy) and Neural Networks (CNNs, RNNS) to identify and extract the content of interest from financial documents with 94% accuracy.
Postdoctoral Researcher at King’s College London
Jul 2017 - Aug 2020
-
Developed custom scripts used in 2 publications, to combine the Seurat and Immcantation pipelines to analyse single B cell datasets.
-
Led optimization of the protocol for single-cell cloning of gut B-cell receptors enabling the isolation of 50 recombinant antibodies.
-
Designed homemade ELISA for recombinant antibodies screening and detection of autoreactive antibodies.
Postdoctoral Researcher at East Carolina University
Sep 2015 - June 2017
-
Investigated the impact of obesity on B cell function in human subjects and murine models leading to 3 publications.
-
Conducted a pre-clinical study to determine the influence of fish oil concentrate on B cell function in obese subjects.
-
Designed in vivo experiments to assess DHA-derived mediators’ impact on influenza infection resolution.