Professional machine learning tools are both the foundation and scaffolding for building successful ML-based products. — I’ve experienced the lack of tools myself while working at one of the enterprises on a personal virtual assistant project, which was used by around 20 million people. Our team was continually looking for ways to improve quality, handle edge cases, and test hypotheses. That usually required working with unstructured…

Findings on optimizing the labeling process with different active learning techniques — Introduction The vast amount of deep learning tools enables us to quickly build new apps with incredible performance, from computer vision classifying complex objects on photo to natural language understanding by extracting semantics from texts. …