Generative AI Enhanced Financial and Risk Analytics – Part 1

In this research project, we plan to explore potential uses of generative AI models, such as ChatGPT, to enhance financial modeling. Trusting financial advice from Generative Pre-Trained Transformer (GPT) models is a challenge due to model “hallucinations”, necessitating careful verification and validation of the output. Therefore, we plan to take an alternative approach. We would […]

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Investigation of mean flow and turbulence around submerged spur dikes

Riverbank erosion is a major concern around the world, caused by high river floods. Occurrences of intense floods in rivers, attributed to climate change, such as the recent (July 2023) incidents of cloudbursts and accompanying riverbank washouts in several parts of northern (Himalayan) India provide glaring examples. Protection against riverbank erosion is, therefore, a formidable […]

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Implementation of Data Generated from Competitive Analysis into Investor Presentation

With increased scrutiny of early stage investment for biotech start-ups linked to economics downturn from its peak in 2020-2021, targeted investor engagement is key for a successful financing round. Despite possessing highly derisked and innovative technology, data presentation must be refined in a highly digestable manner to attract interest from notable investors and potential strategic […]

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Analysis of Fluid-Structure Interactions in Constricted Flow

Atherosclerosis is a chronic disease of the cardiovascular system that involves hardening of arteries due to the deposition of plaque [1]. Atherosclerotic lesions in different locations may lead to a variety of diseases such as Coronary Artery Disease, Cerebrovascular Accident and Peripheral Artery Occlusive Disease which should be detected at early stage [2, 3]. To […]

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Review of best practices in measuring, monitoring, evaluating and reporting (MER) of climate resilience as relevant to the City of Toronto

Urban areas will be some of the most complex and important sites of resilience planning in the 21st century. Despite notable efforts, best practices for how local and municipal governments set goals and track progress toward resilience have yet to be established or widely agreed upon. The City of Toronto seeks input into the development […]

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Optimizing Mushroom Growth Monitoring through Machine Learning and Vision Systems

Mycro Harvest is a agriculture technology start-up focusing on revolutionizing mushroom production through implementing cost-effective automation and artificial intelligence models. Despite the increasing demand for mushrooms in various applications ranging from food to bioplastics, the industry faces significant challenges in scalability and efficiency. The application of our AI-based vision models aims to automate what has […]

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Investigation of antifungal properties of thiazolidine derivates

Infections, caused by the Candida species have emerged as a significant global health concern. These diseases can range from superficial to life-threatening, affecting various body parts. However, the effective management of Candida infections is increasingly challenged by the growing issue of drug resistance.Focusing on that problem, our research project aims to investigate the antifungal properties […]

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Machine Learning Associate Program || Collaborative Project with Knowd and Vector Institute

Knowd is an organization that provides codified building blocks for knowledge capture, discovery, and organization within the enterprises using retrieval-based language models. With a focus on the application of large language models (LLMs) for diverse knowledge-intensive tasks such as question answering, summarization, and reasoning. The company seeks to train and fine-tune LMs and retriever models […]

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Economic Development through Sustainable Forest Management at Haliburton Forest and Wildlife Reserve, Ontario, Canada

Master of Forest Conservation Candidates from the Faculty of Forestry at the University of Toronto will partake in the research and development of biochar in Haliburton Forest and Wildlife Reserve Ltd. Studies will provide a greater basis for certification and standardization of the product for use in forest systems and operations in Haliburton Forest, as […]

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