Imaging Related
UNet Ensemble Learning
Scored 93% in advanced machine learning course where I used 3D U-Net and ensemble learning to segment lung tumors in MRI images (Medical Segmentation Decathlon dataset). To do this, I focused on optimization of hyperparameters, data augmentation, and ensembling methods
Multi-Modal Phenotyping for Tuberculous Meningitis
Developed, tested and refined multi-modal models designed to phenotype brain lesions in patients with Tuberculous Meningitis and HIV, and predict their clinical outcomes. Publication is forthcoming where my hope is that this research will eventually improve medical care and save lives
Surgical Path Planning with Robotic Operating System (ROS)
ROS for Surgical Path Planning. The project involves: 1. compute the trajectory that acheives critical structure avoidance, 2. minimizes the distance to the target 3. move the robot arm along the trajectory
VAE-GAN
Image example for the VAE-GAN project
VAE-GAN
The aim of this project is to implement and validate a VAE-GAN as per the original paper by ABL Larsen et al. (2015) and to apply it to X-ray images of hands
Predicting gestational age at scan and birth for neonates from the developing Human Connectome Project
Predict the gestational age at scan and birth for neonates using data from the developing Human Connectome Project. A pre-activation ResNet architecture (He, 2015) is used, integrating confounds to enhance prediction performance. The training process included data augmentation, weighted sampling to manage class imbalances, and early stopping for training
Classification of prematurity using structural connectivity using PCA
Predict neonatal prematurity using brain connectivity matrices as features. Initial logistic regression models showed high specificity but low sensitivity due to dataset imbalance; however, adjusting for class weights improved the model's performance in predicting preterm births. Visualization using PCA demonstrated the separation between term and preterm samples, both for true and predicted labels, with the updated model showing better alignment with the actual data
Cognitive Science
MindSet
Contributed to development and testing of datasets to determine whether neural networks exhibit visual illusions (MindSet). This will enable the understanding of the difference and similarity between human vision and artificial system.
Measuring Perceptual Similarity in Neural Networks
A schematics animation made using manim, for MindSet project and the Orthographic DNN project. Click play to watch the animation
Orthographic Deep Neural Networks
Convolutional Neural Networks accounts for priming effect surprisingly well - better than dedicated psychological models
Others
LLMs for Healthcare Records (Details are Confidential)
Current electronic healthcare record (EHR) systems encounter several issues, notably concerning accessibility and mobility of data, and the effective use of emerging technologies. A promising solution to these challenges is the application LLMs
Clustering-Based Approximation for the Travelling Salesman Problem (TSP)
A hierarchical clustering-based approximation that proves to be significantly faster than genetic algorithm, especially with larger datasets - 974 times better solution (path length) and 1.22 times less computation time
Generative Model Art Plotter Pipeline
Using generative model for producing art, and reinforcement learning agent and a plotter for drawing it
Gesture Code
A project that aims to create simple, pythonic and intuitive syntax for gesture recognition
Machine Learning
Distributed Hyperparameter Tuning
I am developing a package that allows the user to define the dependencies between hyperparameters using very pythonic syntax
MONAI
Medical Open Network for Artificial Intelligence. Absolutely fantastic package for medical imaging processing!
Learn MoreReinforcement Learning
Trained (and training) some models in drawing stuff with a mechanical plotter using DQN
Generative Models
Trained a model to write poems at around 2019 (way before GBT era).
High Performance Computing
I have 3 years experience with HPCs (training, finetuning etc.)
Robot Operating System
Did a project on surgical path planning with it
Embeddings
For information retrival in healthcare systems
Computer Vision
Medical Image Segmentation
Data Science
Manim
This is a package for making 3blue1brown-like animations. I am a community contributer - fix some bugs for the package sometimes
Learn MoreStreamlit
I use it for making quick dashboard for posters and presentations without having to use Javascript
Learn MoreR & Statistics
My first programming language, spent some good 3 years with it before python
Learn MoreDevelopment
React JS
I use React JS for some dashboard applications with component-based architectures if I would want to make it proper
Learn MoreContinuous Integration
CI helps me automate the building and testing of code every time a change is commit. Saves a lot of time
Bash
I do shell scripting for various purposes
SSH
Encrypted communication with servers
RESTful API
Personal Skills & Values
Collaboration
Transparency
Honesty
Openess
Hard Working
Efficiency
Perseverance
Respect
Cambridge, UK
DTP-MR fully funded. School of clinical medecine. Multimodel neuroimaging for cognitive decline in ageing and dementia.
Grade: Distinction
London, UK
Biomimetic Neural Networks for Signal Denoising at Kozlov lab (under supervision of Dr. Andriy Kozlov). Modules include Neuroscience, Biomimetics, Brain-Computer Interface
Master of Research (MRes) - Biomedical Engineering@ Kings College London
Grade: Distinction (77)
London, UK
Robotics Integration, Advanced Machine Learning, Engineering Principles for Bionics & Neurotechnology and Surgical and Interventional Technologies
Bachelor of Science (BSc) - Psychology@ University of Bristol
Grade: Distinction (78)
Bristol, UK
Evolution, Language, Cognitive Neuroscience, Developmental Psychology, Social Psychology
Public Health Short Course@ Pontificia Universidad Javeriana
Bogotá, Colombia
Different components of the Colombian public health system, and how they interact to provide healthcare
Biology International Foundation Course@ Newcastle University
Grade: Distinction (80)
Newcastle, UK
👨🏻💻 I thank these places where I have been tolerated
Researcher@ University of Bristol
Remote (Bristol, UK)
Coding and training models using distributed cloud computation; Carefully designing, generating and maintained datasets and GitHub repository for testing cognitive phenomenon in artificial neural networks; Contributed to publications in high-impact journals
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Former Co-Founder & Tech Lead@ Across Medical
London, UK
Provided constructive support to interns and junior staff members; Responsible for developing and testing initial prototype technology; Currently seeking first-round funding in collaboration with Kings College
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Machine learning Engineer@ Amine Cyber
London, UK
Evaluated and developed reinforcement learning algorithms to predict students knowledge levels before and after learning sessions.
Research Intern (Biomedical Engineering)@ King's College London
London, UK
Used multi-modal (on image and non-image data) models to phenotype brain lesions in patients with Tuberculous Meningitis
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Data analytics (Reverse Engineering & Optimisation)@ Youta Shengshi Tech
Shengzheng, China
Challenged self to understand cutting-edge interpretation methods for compiled code; Results published on developer website
Learn moreAt last, I have earned some awards
AI x Cancer Biology Hackathon Winner
2025GetSeen Ventures & Cancer Research UK Cambridge Centre AI x Cancer Bio Hackathon
First Place Team Award (£2,000 and GPU Prize)
Project: SMILE to Cells - Fast-track Drug Discovery
Newnham College, University of Cambridge
UKRI International Fee Bursary
2024£27,600/Year
UK Research and Innovation PhD Bursary
Mercia Award Department Nomination
2024Imperial College
Cambridge Trust Scholarship
2024Full PhD School of Clinical Medicine
University of Cambridge
Doctoral Training Programme
2024School of Clinical Medicine
University of Cambridge
International Excellence Scholarship
2023£6,000
UCL
CSC-Bristol Scholarship
2022University of Bristol
Best Final Project Award
2022Experimental Psychology
University of Bristol