Articles

Check out our latest publications

Finding errors in datasets with Similarity Search
Improving quality of text-and-images datasets on the online furniture marketplace example.
July 18, 2022 | George Panchuk
Q&A with Similarity Learning
A complete guide to building a Q&A system using Quaterion and SentenceTransformers.
June 28, 2022 | George Panchuk
Layer Recycling and Fine-tuning Efficiency
Learn when and how to use layer recycling to achieve different performance targets.
August 23, 2022 | Yusuf Sarıgöz
Fine Tuning Similar Cars Search
Learn how to train a similarity model that can retrieve similar car images in novel categories.
June 28, 2022 | Yusuf Sarıgöz
Metric Learning Tips & Tricks
Practical recommendations on how to train a matching model and serve it in production. Even with no labeled data.
May 15, 2021 | Andrei Vasnetsov
Metric Learning for Anomaly Detection
Practical use of metric learning for anomaly detection. A way to match the results of a classification-based approach with only ~0.6% of the labeled data.
May 4, 2022 | Yusuf Sarıgöz
Triplet Loss - Advanced Intro
What are the advantages of Triplet Loss over Contrastive loss and how to efficiently implement it?
March 24, 2022 | Yusuf Sarıgöz
Neural Search Tutorial
Our step-by-step guide on how to build a neural search service with BERT + Qdrant + FastAPI.
June 10, 2021 | Andrei Vasnetsov
Filtrable HNSW
How to make ANN search with custom filtering? Search in selected subsets without loosing the results.
November 24, 2019 | Andrei Vasnetsov

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