Supervised Learning -
Answer✅
process of building a machine learning model that is based on labeled training data.
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Unsupervised Learning -
Answer✅
process of building a machine learning model without relying on labeled training data
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Classification -
Answer✅
The process involves arranging data into a fixed number of categories.
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Overfitting -
Answer✅
The model will not perform well on new data outside the training data set because it is too
fine tuned to the training dataset.
1
, Quiz_________________?
Preprocessing Data -
Answer✅
Involves formatting and manipulating the data so that the algorithm will better learn from it.
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Binarization -
Answer✅
This is the process of converting our numerical values into Boolean values.
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Mean Removal -
Answer✅
Involves removing the mean from our feature vector so each featured is centered on zero.
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Scaling -
Answer✅
We don't want values to be artificially large or small (outliers) so we scale the data to be
more even
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Normalization -
Answer✅
to modify the values in the data so that we can measure them on a common scale.
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L1 Normalization (Lease Absolute Deviations) -
2