High-quality data collection depends more on careful human execution than on machine learning techniques alone.

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• How much machine learning can help a biological problem is set by the quality of the data around that problem, not by the algorithms. DLDerek Lowe19 Sept 2024similar wordingMedicinal chemist
• High-quality video data, especially paired with text, is harder to collect at scale than image or text data. LWLilian Weng12 Apr 2024similar wordingMachine-learning researcher
• Machine learning is a shallow field compared with mathematics: even its most important ideas can be explained in a couple of minutes. RGRyan Greenblatt11 Aug 2026similar wordingChief scientist at Redwood Research
• We have neither the data nor the insight to use machine learning to pick drug targets that succeed in the clinic more often. DLDerek Lowe25 May 2023similar wording
• Hand-tuning a robot's data set cannot reach very high reliability, because people get tired; the system has to seek out its own missing data. CFChelsea Finn12 Aug 2026similar wordingAssistant professor of computer science at Stanford

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