Machine Learning10 min reading time
My Fall-Detection Model Scored 94%, and It Was Lying to Me
Towards Data Science
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A fall-detection model trained on video frame data reported 94.3% accuracy due to a data leakage issue from random splitting of sequential frames. Correct evaluation revealed the true accuracy was 69%, highlighting the importance of proper data splitting in sequential data tasks.
