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| domain | kumo.ai |
| summary | **Summary:** 1. **Time Comparison:** - Traditional ML with feature engineering: 12.3 hours - Relational Deep Learning (RDL): 0.5 hours, **25x faster** 2. **Recent Research:** - "Speeding Up Graph Learning Models with PyG and torch.compile" by Akihiro Nitta, Matthias Fey - "Relational Graph Transformers: A New Frontier in AI for Relational Data" and "An Introduction to Graph Transformers" by Federico Lopez, Matthias Fey, Jure Leskovec 3. **Company Background:** - Kumo (formerly Psi) is founded by pioneers of AI from Airbnb, Stanford, Google, LinkedIn, and Pinterest. - Key personnel: - Vanja Josifovski: CEO & Co-Founder (Former CTO at Airbnb and Pinterest) - Jure Leskovec: Co-Founder & Chief Scientist (Professor at Stanford, Co-creator of RDL and GNN, Former Chief Scientist at Pinterest) - Hema Raghavan: Co-Founder & Head of Engineering (Former Sr. Director of Engineering at LinkedIn) - **Mission:** To help ship great AI applications faster. 4. **Product/Service:** - Kumo focuses on relational deep learning and graph transformers to speed up AI application development. |
| title | Kumo: AI models for relational data |
| description | The Kumo platform lets you build and run AI models on your relational data. |
| keywords | engineering, models, data, feature, platform, research, learning, graph, hours, action, company, free, applications, deep, transformers, scientist, using |
| upstreams | acapital.com |
| downstreams | |
| nslookup | A 76.76.21.21 |
| created | 2025-03-22 |
| updated | 2025-05-17 |
| summarized | 2025-05-17 |
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