Multi-stream execution is a technique in GPUs that allows multiple operations/kernels from the same program to effectively use GPUs without explicitly stating the affinity of threads to the cores. Several recent optimizations in Machine Learning (ML) algorithms leverage multi-stream execution. While performance modeling of ML applications is well studied under single-stream execution, performance models of […]

At St. Michael’s Hospital (SMH), having insight into patient flow throughout the hospital is essential to resource planning and operational efficiency. When patients are admitted, discharged, or transferred in the hospital, several actions need to be taken to ensure patients receive timely care and resources do not become backlogged. Improving patient flow reduces wait times, […]

The constrained vehicle routing problem is a typical optimization problem with many real-life applications, such as last-mile route planning for delivery services. The goal is to find the optimal routes for a set of vehicles to deliver all the packages, such that the time and cost of delivery is minimized, sometimes with additional constraints such […]

The intern will first determine which one of the two modules in the Ubiquity product is more likely to be improved using the machine learning and deep learning methods, and then implement the proposed method or research on other methods. To improve the sensitivity of the pricing and promotion module towards the small price changes, […]

Organizations across various industries struggle to deliver personalized offerings and expanded access for target populations. Developing sub-population profiles will help identify priority sub-populations with the greatest potential to benefit from personalized support and intervention, and inform the development, targeting and delivery of personalized offerings. The objective of this research project is to enhance Deloitte’s Market […]

Traditional 3D reverse-engineering and prototyping involves 3D modeling and manual parts recognition. With the advent of 3D scanning technologies, it becomes possible to automate this workflow. This research internship aims at creating a novel mechanism to automate the process of assembly recognition, as part of a new workflow of 3D interactive prototyping. The research will […]

Many conversational agents blend the functionalities of question-answering and chit-chat into a single system. This lays the foundation for a more interactive type of question-answering models which is the primary focus of the research project. Interaction between a user and the agent allows the user to ask an underdefined or ambiguous question, and, instead of […]

Modern visual effect films rely on photorealistic, believable, synthesized humans and characters. Often these characters are used as stand-ins for the hero character in a film and are referred to as digital doubles. In the past, digital doubles have been limited in use due to cost or complexity. As the demand for the use of […]

In distributed computing settings, data privacy is of paramount importance (e.g., mobile or medical devices). Federated Learning (FL) empowered the state-of-the-art deep neural network model to provide AI solutions to clients while keeping the client data private in distributed computing settings. Communication between different devices is one of the main bottlenecks of FL model because […]

The project will focus on developing expansion strategies as Doggy Bathroom enters the European market and hosts pop up shops throughout North America. The project will focus on creating business development strategies to aid with the rollout of these projects. The main goal of the company is to continue growing the brand awareness throughout North […]

Hand hygiene is the most effective way to prevent infection transmission. This has been even more highlighted in current pandemic where with correct PPE and good HH, families were be able to visit and touch their loved ones. However, adequate HH actions are sometimes neglected due to high workload and time deficiency in healthcare settings. […]

I will be working on open MIDaaS project. It stands for Mobile Identity as a Service. The project aims at making a mobile application the centre of user authentication. The app will be like a personal wallet which will store the list of attributes like verified email, address, and phone and credit card numbers. A […]