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013 Data cleaning and preprocessing
Manage episode 504002358 series 3678442
المحتوى المقدم من Stephen Auger. يتم تحميل جميع محتويات البودكاست بما في ذلك الحلقات والرسومات وأوصاف البودكاست وتقديمها مباشرة بواسطة Stephen Auger أو شريك منصة البودكاست الخاص بهم. إذا كنت تعتقد أن شخصًا ما يستخدم عملك المحمي بحقوق الطبع والنشر دون إذنك، فيمكنك اتباع العملية الموضحة هنا https://ar.player.fm/legal.
A patient's record is a chaotic mix of notes, lab test results, and codes. We can navigate the mess, but how can an AI? The answer lies in data cleaning and preprocessing – the most critical, yet unglamorous, step in building medical AI.
This episode of The Health AI Brief explains why this process is like meticulously preparing ingredients for a complex recipe. We break down the key steps - from handling missing values to standardising formats, and offers three essential takeaways for appraising new AI studies and understanding why a tool that works in one hospital might fail in yours.
#DataCleaning #DataPreprocessing #DataScience #ArtificialIntelligence #MachineLearning #MedicalAI #HealthcareAI #ClinicalAI #DataQuality #DigitalHealth #HealthTech #CriticalAppraisal #ai in medicine Music generated by Mubert https://mubert.com/render
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