Grant: CCI Applied Research and Development Grants
Durham College of Applied Arts and Technology
$40,000.00
LLM Powered Virtual Coach
EF 2024-25
Résumé
In the proposed project the AI Hub at Durham College aims to integrate Large Language Models (LLMs) with Retrieval Augmented Generation (RAG) systems to develop an AI-powered coaching tool for a company-Top Coaching. This tool will leverage LLMs' text generation capabilities, enhanced by a RAG system that retrieves relevant, multilingual data from a vector database, enabling efficient and accurate responses. By utilizing technologies like vector databases and prompt engineering, the project will reduce the need for extensive model training and optimize personalized coaching responses for professionals. The project methodology includes setting up a data pipeline, developing a Python-based Flask API, and integrating a Pinecone VectorDB for data-backed responses. The research team, led by Principal Investigator Tejas Vyas and supported by industry partner Top Coaching, will develop an API to enhance professional coaching services. The collaboration between Top Coaching and AI Hub aims to revolutionize AI-enhanced education, positioning them as industry leaders. The project will contribute to the growth of Top Coaching, expand their market presence, and support Canada's leadership in AI technology, creating jobs and fostering innovation.
Programme
CCI Applied Research and Development Grants
Bénéficiaire
Emplacement
Ontario, Canada
Type de bénéficiaire
Academia
Type
Grant
Source
NSERC's Awards Data
Tel que publié
Application id
CCARD-2024-00163
Name nom
Tyagi, Vibha
Department département
Office of Research Services, Innovation and Entrepreneurship - Durham College (Durham College of Applied Arts and Technology)
Organization id
2465
Institution établissement
Durham College of Applied Arts and Technology
Province en
Ontario
Province fr
Ontario
Country en
CANADA
Country fr
CANADA
Fiscal year exercice financier
2024
Competition year année de concours
2024
Award amount
40000
Program id
CCARD
Program name en
CCI Applied Research and Development Grants
Program name fr
ICC Subventions de recherche et développement appliquée
Group en
RESEARCH PARTNERSHIPS
Group fr
PARTENARIATS DE RECHERCHE
Committee code
nan
Area of application code
9999
Area of application group en
Not available
Area of application group fr
Non disponible
Area of application en
Not available
Area of application fr
Non disponible
Research subject code
9999
Research subject group en
Not available
Research subject group fr
Non disponible
Research subject en
Not available
Research subject fr
Non disponible
Field of research list codes
RDF1020105
Field of research list names en
Natural language processing
Field of research list names fr
Traitement du langage naturel
Socioeconomic objective list codes
RDS11001
Socioeconomic objective list names en
Information services
Socioeconomic objective list names fr
Services d'information
Application title
LLM Powered Virtual Coach
Keywords
Artificial Intelligence; Natural Languauge Processing; Large language Models; LangChain; Prompt Development; API; Vector Data base; Data Pipeline; Data preprocessing; MLOps
Application summary
In the proposed project the AI Hub at Durham College aims to integrate Large Language Models (LLMs) with Retrieval Augmented Generation (RAG) systems to develop an AI-powered coaching tool for a company-Top Coaching. This tool will leverage LLMs' text generation capabilities, enhanced by a RAG system that retrieves relevant, multilingual data from a vector database, enabling efficient and accurate responses. By utilizing technologies like vector databases and prompt engineering, the project will reduce the need for extensive model training and optimize personalized coaching responses for professionals. The project methodology includes setting up a data pipeline, developing a Python-based Flask API, and integrating a Pinecone VectorDB for data-backed responses. The research team, led by Principal Investigator Tejas Vyas and supported by industry partner Top Coaching, will develop an API to enhance professional coaching services. The collaboration between Top Coaching and AI Hub aims to revolutionize AI-enhanced education, positioning them as industry leaders. The project will contribute to the growth of Top Coaching, expand their market presence, and support Canada's leadership in AI technology, creating jobs and fostering innovation.