Developing You-ARe-Ok (YARO)

Deploying a mobile application using .NET, REST, Unreal Engine, and C# that enables users to chat with an AI bot for daily wellness advice

ChatBot Integration

Developing using a vectorized database created by dieticians and Retrieval-Augmented-Generation (RAG) alongside GPT for summarization

Large Language Models (LLMs)

Fine-tuning LLMs, including Llama3, to perfrom information extraction from scientific research articles

Dataset Enhancements

Running Fine-Tuned model on PubMed corpus and increasing the domain and size of ChemFOnt's Knowledge Graph

Automation Scripts

Evaluating model performance using Precion, Recall, F1-Score, and Jaro-Winkler Similarity in addition to novel metrics I developed

Stable Diffusion Models (Generative AI)

Optimized using techniques such as pruning, knowledge distillation, and step-distillation to achieve 89% latency improvements

Image Editing using Diffusion

Using scikit-learn and PyTorch to visualize and inject attention maps to build a novel model for cellular deployment

Automation Scripts

Authoured scripts to prepare fine-tuning datasets (>13 million) and FID, CLIP, and HDI evaluation scripts

Convolutional Neural Network (CNN)

Developed a CNN to predict antigenicity based on amino acid sequence of Influenza A virus using Python

Currently being used to create a system to determine the best vaccine for upcoming flu seasons

Model Training

Scraped NCBI for 285 sequences and trained model to achieve an Accuracy and F1-score of 94 and 97 respectively

Research Paper

Prepared analytic data for visualization using Excel and R to be used in research paper drafts

Developed GlenxRose - StrokeAR

Improving Patient Adherence to Therapies for Patients with Acquired Brain Injury Using Augmented Reality

Software Development

Utilizing Photon Engine 2 and C#, engineered scripts to elevate user experience and augment application functionality, integrating essential components

Augmented Reality Tools

Developed application using Unity and tested on a Windows Hololens 2

Augmented Reality Development

Used Unity and PyMol to create animations for biological processes that will be used in cell biology courses at the University of Alberta

Videographer

Organized and filmed an advertisement video while directing 28 students and university staff