{"paper":{"title":"Machine Learning at Microsoft with ML .NET","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["stat.ML"],"primary_cat":"cs.LG","authors_text":"Abhishek Goswami, Artidoro Pagnoni, Costin Eseanu, Eric Erhardt, Gal Oshri, Gani Nazirov, Gleb Krivosheev, Ivan Matantsev, Jignesh Parmar, Justin Ormont, Markus Weimer, Matteo Interlandi, Mikhail Bilenko, Mohammad Zeeshan Siddiqui, Monte Hoover, Najeeb Kazmi, Pete Luferenko, Prabhat Roy, Rogan Carr, Saeed Amizadeh, Sarthak Shah, Scott Inglis, Senja Filipi, Sergiy Matusevych, Shahab Moradi, Shauheen Zahirazami, Shon Katzenberger, Tom Finley, Vadim Eksarevskiy, Wei-Sheng Chin, Xavier Dupre, Yael Dekel, Yiwen Zhu, Zeeshan Ahmed","submitted_at":"2019-05-14T16:43:16Z","abstract_excerpt":"Machine Learning is transitioning from an art and science into a technology available to every developer. In the near future, every application on every platform will incorporate trained models to encode data-based decisions that would be impossible for developers to author. This presents a significant engineering challenge, since currently data science and modeling are largely decoupled from standard software development processes. This separation makes incorporating machine learning capabilities inside applications unnecessarily costly and difficult, and furthermore discourage developers fro"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1905.05715","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"}