AI Engineering Practical Materials
Download your structural datasets here. Ensure you place these raw `.csv` assets directly into your local workspace directory before initializing your Pandas DataFrames.
Delivery Logs Dataset
1 KBPractical 3 (Exercise 1): Mastering completeness profiling, checking for sparse rows, and structural text column dropping protocols.
Inventory Weights Dataset
1 KBPractical 3 (Exercise 2): Identifying industrial outlier anomalies, processing negative numbers, and implementing median imputation.
Order Data Ledger
4 KBPractical 4: Preprocessing transactional vectors, feature engineering, and training binary scikit-learn ensemble classifiers.
Capstone Credit Data
7 KBUltimate Capstone Project: End-to-end multi-feature asset registry tracking missing fields, train-test splits, and live model hosting.
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