Files Included :
01 practical-data-science-with-matlab (21.9 MB)
02 overview-of-data-processing-and-feature-engineering (18.38 MB)
03 instructor-introduction (10.99 MB)
01 introduction-to-module-1 (4.46 MB)
04 introduction-to-the-flights-dataset (31.88 MB)
06 exploring-the-flights-dataset (20.75 MB)
01 describing-distributions (11.36 MB)
02 examples-of-distributions (11.49 MB)
03 visualizing-multidimensional-data (24.14 MB)
05 summary-of-module-1-surveying-your-data (7.05 MB)
01 introduction-to-module-2-organizing-your-data (7.26 MB)
02 working-with-strings (18.79 MB)
01 working-with-dates-and-times (12.66 MB)
01 importing-multiple-data-files (9.04 MB)
02 combining-data (14.76 MB)
03 joining-tables (15.24 MB)
01 sorting-your-data (9.62 MB)
02 summary-of-module-2-organizing-your-data (6.46 MB)
01 introduction-to-module-3-cleaning-your-data (10.17 MB)
02 identifying-missing-data (32.55 MB)
03 handling-missing-data (13.92 MB)
01 identifying-outliers (14.93 MB)
02 investigating-outliers (16.9 MB)
01 normalizing-data (8.29 MB)
02 examples-of-normalizing-data (10.91 MB)
03 smoothing-data (22.33 MB)
02 summary-of-module-3-cleaning-your-data (8.22 MB)
01 introduction-to-module-4-finding-features-that-matter (10.04 MB)
02 introduction-to-feature-engineering (14.27 MB)
01 introduction-to-unsupervised-learning (5.57 MB)
02 introduction-to-clustering-algorithms (9.9 MB)
01 evaluating-features (13.09 MB)
03 introduction-to-dimensionality-reduction-and-pca (9.9 MB)
05 summary-of-module-4-finding-features-that-matter (5 MB)
01 introduction-to-module-5-domain-specific-feature-engineering (16.66 MB)
03 feature-engineering-workflow (6.56 MB)
01 synchronizing-data-with-timetables (20.75 MB)
02 summary-statistics-as-features (19.53 MB)
04 finding-peaks (18.21 MB)
05 optional-recording-sensor-data-with-matlab-mobile (6.76 MB)
01 feature-engineering-and-clustering-with-images (46.7 MB)
01 feature-engineering-with-text (23.51 MB)
02 feature-engineering-with-storm-events (20.36 MB)
01 summary-of-module-5-domain-specific-feature-engineering (7.26 MB)
02 summary-of-data-processing-and-feature-engineering (21.03 MB)
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