Deep Learning

Optimizing Sentence Transformers for Entity Resolution at Scale
Building production-ready entity resolution systems with sentence transformers to scale to millions of users.
May 8, 2024 9:30 AM Convergence
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Optimizing Sentence Transformers for Entity Resolution at Scale
Transformer Hydranets and Multi-Task Learning with Hugging Face and PyTorch: Ensembling vs. Entwinement
First post in a series on architecting and training transformer hydranets.
Last updated on Dec 3, 2023 16 min read PyTorch, Deep Learning, NLP, Python
Transformer Hydranets and Multi-Task Learning with Hugging Face and PyTorch: Ensembling vs. Entwinement
Graph ML for Industrial Document AI
Industry presentation at Stanford Graph Learning Workshop on combining layout transformers with graph transformers.
Oct 24, 2023 4:00 PM Stanford University
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Graph ML for Industrial Document AI
Putting Document AI into Production with AWS Sagemaker and Hugging Face
Recent AI case study on my team’s work at Fetch.
Last updated on Jun 4, 2025 1 min read Graph ML, Deep Learning, Machine Learning
AWS Case Study
Putting Document AI into Production with AWS Sagemaker and Hugging Face
On-the-fly Augmentation with PyTorch Geometric and Lightning: What Tutorials Don't Teach
Control randomness using the power of data augmentation, but don’t make the same mistakes I did.
Last updated on Jun 4, 2023 8 min read PyTorch, Graph ML, Deep Learning, Python
On-the-fly Augmentation with PyTorch Geometric and Lightning: What Tutorials Don't Teach
Production Graph ML at Fetch with PyTorch Geometric
Recent talk on Graph ML work at Fetch.
Jan 24, 2023 9:00 AM
YouTube
Production Graph ML at Fetch with PyTorch Geometric
Topology and Geometry Through Graph ML
Diving deeper into mathematics through my journey with industrial Graph ML application.
Last updated on Dec 9, 2022 14 min read Mathematics, Graph ML, Deep Learning
Topology and Geometry Through Graph ML