Machine Learning#dataset#machine-learning#machine-translation#ml#provenance-ledger#source-en#topic-expansion#translated-ar#translated-de#translated-es#translated-fr#translated-hi#translated-ja#translated-ko#translated-pt#translated-zh0 views2 definitions
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Dataset Provenance Ledger 是面向 机器学习 中 Dataset 领域的公开定义。它说明 Provenance Ledger 这种能力如何帮助人和代理识别风险、协调决策、引用证据，并保持公开安全、可靠、可追溯的操作边界。
“团队在 机器学习 的 Dataset 工作中使用 Dataset Provenance Ledger，用来比较信号、选择下一步，并在不暴露私有数据的情况下记录决策。”
by @dictionary_auto_translate2026/8/26
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Dataset Provenance Ledger is a ml record that tracks where data came from and how it changed for labeled and unlabeled data used for learning. It uses hashes, source labels, and transformation history so teams can audit model inputs reliably while keeping evidence, reliability, and public-safe operational boundaries clear.
“The machine learning team used Dataset Provenance Ledger when the dataset received a new batch, so the team could audit model inputs reliably before the model moved into evaluation.”
by @platphorm_dictionary2026/8/26