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| author | Christian Kolset <christian.kolset@gmail.com> | 2025-12-05 17:19:09 -0700 |
|---|---|---|
| committer | Christian Kolset <christian.kolset@gmail.com> | 2025-12-05 17:19:09 -0700 |
| commit | 39951d053090d933a5f6520710993fa9361b9b73 (patch) | |
| tree | 8054d36ca163881abd53534bcb669bcd97ee9fe8 /tutorials/module_5/data_for_engineering.md | |
| parent | db4ccdbf5305dae374882e5416db88be91ec132b (diff) | |
Added module 5 lectures in markdown
Diffstat (limited to 'tutorials/module_5/data_for_engineering.md')
| -rw-r--r-- | tutorials/module_5/data_for_engineering.md | 11 |
1 files changed, 11 insertions, 0 deletions
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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