AI-Powered Multimodal for Food Recommendations
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Project scope
Categories
Data analysis Data modelling Data science Machine learning Software developmentSkills
data pipelines data science machine learning algorithms software development sas certified professional: ai & machine learning ai/ml inference artificial intelligenceObjective:
Build a multi-modal AI engine that fuses restaurant reviews, tags, and images to generate better semantic embeddings and improve personalized recommendations.
Goals:
Fuse image and text data for improved ranking and retrieval
Integrate user feedback into continuous training
Deploy and test a fully operational recommendation engine
Multimodal fusion model (CLIP-style)
Custom PyTorch dataset
Fusion logic and training scripts
Integrating monthly scraping and dataset updates
Feedback loop and re-ranking
CI/CD setup with SageMaker
Inference-ready deployment pipeline
Sharing knowledge in specific technical skills, techniques, methodologies required for the project.
Direct involvement in project tasks, offering guidance, and demonstrating techniques.
Providing access to necessary tools, software, and resources required for project completion.
Scheduled check-ins to discuss progress, address challenges, and provide feedback.
Supported causes
The global challenges this project addresses, aligning with the United Nations Sustainable Development Goals (SDGs). Learn more about all 17 SDGs here.
About the company
Headquartered in Toronto, Ontario, Roam X is a Canadian food discovery app that helps users find restaurants based on vibe, mood and occasion. Whether you’re planning a cozy date night, a solo lunch, or a night out with friends, Roam X curates dining experiences that match how you feel. We are proud to be a minority-led business, federally recognized in Canada as BIPOC-owned, and committed to inclusive hiring practices as an equal opportunity employer.
Basée à Toronto, en Ontario, Roam X est une application canadienne de découverte de restaurants qui aide les utilisateurs à trouver des établissements en fonction de l’ambiance, de l’humeur et de l’occasion. Que vous planifiiez un rendez-vous romantique, un déjeuner en solo ou une soirée entre amis, Roam X propose des expériences culinaires qui correspondent à ce que vous ressentez. Nous sommes fiers d’être une entreprise dirigée par des personnes issues de minorités, reconnue au niveau fédéral au Canada comme appartenant à un propriétaire BIPOC, et engagée envers des pratiques d’embauche inclusives en tant qu’employeur garantissant l’égalité des chances.
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