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on Cookies Settings By using this website, you agree to our Privacy Policy. Products Summary Products Engineering Respect AI Research Summary North Star Research Areas Publications Blog Team About Departments Collaborations ICLR 2024 Join Us Core Values & Benefits Careers Programs Locations Search Artificial Intelligence you can bank on At Borealis AI, we create real-world impact through scientific pursuit . Borealis AI researches, designs, and builds AI products and technologies that transform RBC businesses and shape the future of finance. We’re Hiring Product Updates & News View All 1 / Cents and sensibility: Why AI and LLMs are powerful fintech tools Cents and sensibility: Why AI and LLMs are powerful fintech tools MaRS News Real Talk: How Generative AI Could Close Canada’s Productivity Gap and Reshape the Workplace—Lessons From the Innovation Economy Real Talk: How Generative AI Could Close Canada’s Productivity Gap and Reshape the Workplace—Lessons From the Innovation Economy The Conference Board of Canada News Remarkable 2024 spotlights Canada’s flourishing ecosystem Remarkable 2024 spotlights Canada’s flourishing ecosystem Vector Institute News Generative AI: Balancing Potential and Responsibility Generative AI: Balancing Potential and Responsibility MediaPlanet News RBC leads the way for AI Innovation in finance in new ranking index RBC leads the way for AI Innovation in finance in new ranking index RBC Newsroom News RBC Wins Best Use of AI for Customer Experience for NOMI Forecast RBC Wins Best Use of AI for Customer Experience for NOMI Forecast News RBC Capital Markets announces the launch of Aiden® Arrival, the second algorithm on the Aiden® platform RBC Capital Markets announces the launch of Aiden® Arrival, the second algorithm on the Aiden® platform Cision News RESPECT AI: Building AI ethics into the business with Giovanni Leoni of Credo AI RESPECT AI: Building AI ethics into the business with Giovanni Leoni of Credo AI Responsible AI News The Borealis AI 2022-2023 Fellowships: Fostering Next-Generation Research Talent The Borealis AI 2022-2023 Fellowships: Fostering Next-Generation Research Talent News RESPECT AI: Making machines think more like humans with Prof. Yoshua Bengio RESPECT AI: Making machines think more like humans with Prof. Yoshua Bengio Responsible AI News 2022 Report: Canadian businesses’ use of AI 2022 Report: Canadian businesses’ use of AI News Field Guide to Machine Learning Product Development: What Product Managers Need to Know Field Guide to Machine Learning Product Development: What Product Managers Need to Know News How to use Great Expectations to Validate Delta Tables How to use Great Expectations to Validate Delta Tables Engineering Research Blog A Day in the Life of a Product Manager – Borealis AI A Day in the Life of a Product Manager – Borealis AI News The Neural Tangent Kernel Blog The Neural Tangent Kernel In this blog, we examine the linear behaviour in infinitely wide networks, and delve into the concept of Neural Tangent Kernel (NTK). Gradient Flow Blog Gradient Flow This blog is the first in a series in which we consider machine learning from four different viewpoints. We either use gradient descent or a fully Bayesian approach, and for each, we can choose to focus on either the network weights or the output function. Causmos: Machine Intelligence beyond Predictive ML Blog Causality Causmos: Machine Intelligence beyond Predictive ML With the Causmos program at Borealis AI, we aim to build machine intelligence beyond predictive ML for financial services by conducting research in areas such as causality, out-of-distribution (OOD) generalization, reasoning and planning in large language models (LLMs) and reinforcement learning. Research Publications & Tutorials View All Causal Bandits without Graph Learning Causal Bandits without Graph Learning M. Konobeev. Causality Research Blog Mastering Language Models: A Comprehensive Collection of Tutorials Mastering Language Models: A Comprehensive Collection of Tutorials S. Prince. Generative Models Tutorials Speeding up Inference in Transformers Speeding up Inference in Transformers S. Prince. Transformers Tutorials Training and fine-tuning large language models Training and fine-tuning large language models S. Prince. Generative Models Tutorials A High-level Overview of Large Language Models A High-level Overview of Large Language Models W. Zi, L. El Asri, and S. Prince. Learning And Generalization ; Natural Language Processing Research Top 20 Tutorials for Machine Learning (ML) Top 20 Tutorials for Machine Learning (ML) S. Prince. Learning And Generalization ; Natural Language Processing ; Reinforcement Learning Research Blog Few-Shot Learning & Meta-Learning | Tutorial Few-Shot Learning & Meta-Learning | Tutorial W. Zi, L. S. Ghoraie, and S. Prince. Learning And Generalization Tutorials RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression Y. Gong, G. Mori, and F. Tung. International Conference on Machine Learning (ICML), 2022 ATOM ; Computer Vision ; Imbalanced Learning Publication Ranking Regularization for Critical Rare Classes: Minimizing False Positives at a High True Positive Rate Ranking Regularization for Critical Rare Classes: Minimizing False Positives at a High True Positive Rate *M. Kiarash, H. Zhao, M. Zhai, and F. Tung. The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR), 2023 ATOM ; Computer Vision ; Imbalanced Learning Publication ATOM Foundation Model Our researchers aim to build ML models capable of making inferences from asynchronous event sequences. Asynchronous event sequences are ubiquitous in personal banking applications – from various types of transaction data to client interactions with RBC banking services. Learn more about ATOM ATOM Foundation Model Our researchers aim to build ML models capable of making inferences from asynchronous event sequences. Asynchronous event sequences are ubiquitous in personal banking applications – from various types of transaction data to client interactions with RBC banking services. Learn more about ATOM RESPECT AI™ Responsible AI is key to the future of AI technology, science, development, and adoption. Our RESPECT AI platform contributes knowledge, algorithms, programs, and tooling to help build technology that moves society forward. Learn more RESPECT AI™ Responsible AI is key to the future of AI technology, science, development, and adoption. Our RESPECT AI platform contributes knowledge, algorithms, programs, and tooling to help build technology that moves society forward. Learn more Research Topics Data visualization Causality Graph representation learning Learning and generalization Natural language processing Optimization Quantitative finance Reinforcement learning Responsible AI Time series modelling Transformers Unsupervised learning Research Internships At Borealis AI, we are committed to helping advance the next generation of AI experts. Apply your curiosity to a wide variety of theoretical and applied machine learning projects, with the support from our team and RBC. Apply now Research Internships At Borealis AI, we are committed to helping advance the next generation of AI experts. Apply your curiosity to a wide variety of theoretical and applied machine learning projects, with the support from our team and RBC. Apply now Careers Artificial Intelligence is reshaping finance. Every day, our teams uncover new opportunities that advance the field of AI, building products that impact millions of people across Canada and beyond. Explore open roles! Explore opportunities Careers Artificial Intelligence is reshaping finance. Every day, our teams uncover new opportunities that advance the field of AI, building products that impact millions of people across Canada and beyond. Explore open roles! Explore opportunities Founded by the Royal Bank of Canada. Home Products...