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2 cards from this section. Quick, good the night before a test.
Define noise filtering in your own words.
Think about how it impacts data accuracy.
What is an outlier?
Consider how outliers can affect overall data analysis.
What is noise filtering?
Think about data clarity and correctness.
True or False: Noise filtering can significantly enhance the predictive power of machine learning models.
Reflect on the impact of data quality.
What steps would you take to design a noise filtering system for a smart home AI that detects abnormal behavioral patterns based on sensor data?
Consider real-world applications and the range of data you might deal with.
Analyze a dataset of sensor readings and identify outliers using one statistical method. Describe the method you would use and why.
Think about how deviations from the mean can indicate anomalies.
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