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diff --git a/tutorials/module_5/data_for_engineering.md b/tutorials/module_5/data_for_engineering.md new file mode 100644 index 0000000..0b8ef6f --- /dev/null +++ b/tutorials/module_5/data_for_engineering.md @@ -0,0 +1,11 @@ +Lecture 5: Data for Engineering: Features, Labels, Normalization, Metrics + +- Train/validaiton/test splits +- Normalization & scaling +- Features engineering basics +- Metrics: accuracy, MSE, ROC, F1 +- Engineering-specific constraints: + - sensor noise + - unit consistency + - small datasets + - measurement bias
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