CV

Education

Imperial College London 2019 - 2023

BEng (Honors) Computational Biomedical Engineering

Cohere Oct 2024 - Current

Community AI Researcher at Cohere.

Selected to be part of Cohere For AI as a community AI Researcher

Qmed Asia Nov 2023 - Current

Healthcare AI Engineer and Researcher

Research and deployment of Medical Computer Vision and LLM products with our partners in NVIDIA and Intel.

MRANTI Oct 2024 - Current

AI Fellow at Malaysian Research Accelerator for Technology & Innovation (MRANTI).

AI Fellow

SilenceSpeaks August 2023 - September 2023

Data Scientist

Develop Sign Language Anonymisation algorithms and STT and TTS tools

SIL Global February 2022 - November 2022

NLP Intern

Research in transfer learning/domain adaptation on multilingual low-resource translation

UK's National Health Service (NHS) December 2021

Software Engineer

Part of the team that build a Baby Blood Glucose monitoring app as part of a NHS project under Dr. Martyn Boutelle

Monash University July 2020 - September 2020

Research Assitant

Research in Epilepsy prediction via Signal Processing

NLP and Large Language Models
- Group Relative Policy Optimization (GRPO) training for reasoning
- Continual Pre-training with Unsloth
- Experience with PEFT on Local Intel CPUs with training speeds comparable to an A100, utilizing efficient memory allocators like tcmalloc and accelerated matrix operations via Intel Advanced Matrix Extensions.
- Multi-GPU fine-tuning using FSDP (Fully Sharded Data Parallel) + LORA
- LLM quantisation with llama.cpp
- Build and serve RAG pipelines
- Domain adaptation techniques via fine-tuning, tokenizer training, and embedding transfer
- RL with AI Feedback
- Knowledge Graphs
- LLM evaluations such as Natural Language Inference, RAG evaluations, LLM as a Judge evals, BLEU, ROUGE, Perplexity, etc.
- NER
MLOps
- Most familiar with Azure ML
- Docker containers for training and deployment
- Schedule training jobs with automated resource allocation
- API serving of Neural Networks on cloud computer clusters
- SQL Database
- FastAPI
- LLM serving with Ollama and NVIDIA’s NIMS
Computer Vision
- Build and mantain DR.MATA(AI for Diabetic Retinopathy detection), a project by the Ministry of Health Malaysia
- Medical Image Analysis
- GRADCAM for XAI via activation visualization
- GANS for Video Anonymization
Signal Processing
- Seizure predictions via statistical analysis of EEG data
- Contactless remote patient monitoring with rPPG