Name [FreeTutorials.Us] Udemy - Feature Engineering for Machine Learning

File Type video

Size 3.76GB

UpdateDate 2024-12-12

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Files 0. Websites you may like/0. (1Hack.Us) Premium Tutorials-Guides-Articles & Community based Forum.url | 377B 0. Websites you may like/1. (FreeTutorials.Us) Download Udemy Paid Courses For Free.url | 328B 0. Websites you may like/2. (FreeCoursesOnline.Me) Download Udacity, Masterclass, Lynda, PHLearn, Pluralsight Free.url | 286B 0. Websites you may like/3. (NulledPremium.com) Download E-Learning, E-Books, Audio-Books, Comics, Articles and more... etc.url | 163B 0. Websites you may like/4. (FTUApps.com) Download Cracked Developers Applications For Free.url | 239B 0. Websites you may like/How you can help Team-FTU.txt | 237B 1. Introduction/1. Introduction.mp4 | 32.86MB 1. Introduction/1. Introduction.srt | 6.81KB 1. Introduction/1. Introduction.vtt | 6.06KB 1. Introduction/2. Course curriculum overview.mp4 | 33.37MB 1. Introduction/2. Course curriculum overview.srt | 7.24KB 1. Introduction/2. Course curriculum overview.vtt | 6.46KB 1. Introduction/3. Course requirements.mp4 | 10.64MB 1. Introduction/3. Course requirements.srt | 4.10KB 1. Introduction/3. Course requirements.vtt | 3.66KB 1. Introduction/4. How to approach this course.html | 1.76KB 1. Introduction/5. Setting up your computer.html | 3.52KB 1. Introduction/6. Download Jupyter notebooks.html | 1.26KB 1. Introduction/6.1 HandsOnPythonCode.zip.zip | 9.24MB 1. Introduction/7. Download datasets.html | 1.97KB 1. Introduction/8. Download course presentations.html | 764B 1. Introduction/8.1 FeatureEngineeringSlides.zip.zip | 29.59MB 1. Introduction/9. FAQ Data Science, Python programming, datasets, presentations and more....html | 1.64KB 10. Feature Scaling/1. Feature scaling Introduction.mp4 | 20.60MB 10. Feature Scaling/1. Feature scaling Introduction.srt | 4.55KB 10. Feature Scaling/1. Feature scaling Introduction.vtt | 4.07KB 10. Feature Scaling/10. Scaling to median and quantiles.mp4 | 13.01MB 10. Feature Scaling/10. Scaling to median and quantiles.srt | 3.15KB 10. Feature Scaling/10. Scaling to median and quantiles.vtt | 2.82KB 10. Feature Scaling/11. Robust Scaling Demo.mp4 | 16.55MB 10. Feature Scaling/11. Robust Scaling Demo.srt | 2.43KB 10. Feature Scaling/11. Robust Scaling Demo.vtt | 2.17KB 10. Feature Scaling/12. Scaling to vector unit length.mp4 | 31.94MB 10. Feature Scaling/12. Scaling to vector unit length.srt | 6.64KB 10. Feature Scaling/12. Scaling to vector unit length.vtt | 5.88KB 10. Feature Scaling/13. Scaling to vector unit length Demo.mp4 | 46.31MB 10. Feature Scaling/13. Scaling to vector unit length Demo.srt | 6.01KB 10. Feature Scaling/13. Scaling to vector unit length Demo.vtt | 5.35KB 10. Feature Scaling/14. Additional reading resources.html | 1.34KB 10. Feature Scaling/2. Standardisation.mp4 | 26.51MB 10. Feature Scaling/2. Standardisation.srt | 6.57KB 10. Feature Scaling/2. Standardisation.vtt | 5.86KB 10. Feature Scaling/3. Standardisation Demo.mp4 | 41.62MB 10. Feature Scaling/3. Standardisation Demo.srt | 5.51KB 10. Feature Scaling/3. Standardisation Demo.vtt | 4.93KB 10. Feature Scaling/4. Mean normalisation.mp4 | 19.81MB 10. Feature Scaling/4. Mean normalisation.srt | 4.92KB 10. Feature Scaling/4. Mean normalisation.vtt | 4.40KB 10. Feature Scaling/5. Mean normalisation Demo.mp4 | 45.08MB 10. Feature Scaling/5. Mean normalisation Demo.srt | 6.19KB 10. Feature Scaling/5. Mean normalisation Demo.vtt | 5.51KB 10. Feature Scaling/6. Scaling to minimum and maximum values.mp4 | 17.08MB 10. Feature Scaling/6. Scaling to minimum and maximum values.srt | 3.81KB 10. Feature Scaling/6. Scaling to minimum and maximum values.vtt | 3.39KB 10. Feature Scaling/7. MinMaxScaling Demo.mp4 | 25.89MB 10. Feature Scaling/7. MinMaxScaling Demo.srt | 3.47KB 10. Feature Scaling/7. MinMaxScaling Demo.vtt | 3.11KB 10. Feature Scaling/8. Maximum absolute scaling.mp4 | 14.60MB 10. Feature Scaling/8. Maximum absolute scaling.srt | 3.29KB 10. Feature Scaling/8. Maximum absolute scaling.vtt | 2.94KB 10. Feature Scaling/9. MaxAbsScaling Demo.mp4 | 31.47MB 10. Feature Scaling/9. MaxAbsScaling Demo.srt | 4.56KB 10. Feature Scaling/9. MaxAbsScaling Demo.vtt | 4.05KB 11. Engineering mixed variables/1. Engineering mixed variables.mp4 | 15.27MB 11. Engineering mixed variables/1. Engineering mixed variables.srt | 3.98KB 11. Engineering mixed variables/1. Engineering mixed variables.vtt | 3.55KB 11. Engineering mixed variables/2. Engineering mixed variables Demo.mp4 | 45.48MB 11. Engineering mixed variables/2. Engineering mixed variables Demo.srt | 7.24KB 11. Engineering mixed variables/2. Engineering mixed variables Demo.vtt | 6.45KB 12. Engineering datetime variables/1. Engineering datetime variables.mp4 | 23.19MB 12. Engineering datetime variables/1. Engineering datetime variables.srt | 5.48KB 12. Engineering datetime variables/1. Engineering datetime variables.vtt | 4.87KB 12. Engineering datetime variables/2. Engineering dates Demo.mp4 | 54.01MB 12. Engineering datetime variables/2. Engineering dates Demo.srt | 9.10KB 12. Engineering datetime variables/2. Engineering dates Demo.vtt | 8.05KB 12. Engineering datetime variables/3. Engineering time variables and different timezones.mp4 | 33.48MB 12. Engineering datetime variables/3. Engineering time variables and different timezones.srt | 5.36KB 12. Engineering datetime variables/3. Engineering time variables and different timezones.vtt | 4.73KB 13. Assembling a feature engineering pipeline/1. Classification pipeline.mp4 | 135.99MB 13. Assembling a feature engineering pipeline/1. Classification pipeline.srt | 15.57KB 13. Assembling a feature engineering pipeline/1. Classification pipeline.vtt | 13.87KB 13. Assembling a feature engineering pipeline/2. Regression pipeline.mp4 | 157.57MB 13. Assembling a feature engineering pipeline/2. Regression pipeline.srt | 16.77KB 13. Assembling a feature engineering pipeline/2. Regression pipeline.vtt | 14.83KB 13. Assembling a feature engineering pipeline/3. Beat the performance by engineering features.html | 155B 14. Final section Next steps/1. BONUS Discounts on my other courses!.html | 1.02KB 2. Variable Types/1. Variables Intro.mp4 | 15.30MB 2. Variable Types/1. Variables Intro.srt | 3.53KB 2. Variable Types/1. Variables Intro.vtt | 3.14KB 2. Variable Types/2. Numerical variables.mp4 | 26.88MB 2. Variable Types/2. Numerical variables.srt | 6.69KB 2. Variable Types/2. Numerical variables.vtt | 5.97KB 2. Variable Types/3. Categorical variables.mp4 | 18.40MB 2. Variable Types/3. Categorical variables.srt | 4.56KB 2. Variable Types/3. Categorical variables.vtt | 4.07KB 2. Variable Types/4. Date and time variables.mp4 | 9.80MB 2. Variable Types/4. Date and time variables.srt | 2.40KB 2. Variable Types/4. Date and time variables.vtt | 2.14KB 2. Variable Types/5. Mixed variables.mp4 | 11.25MB 2. Variable Types/5. Mixed variables.srt | 2.94KB 2. Variable Types/5. Mixed variables.vtt | 2.60KB 2. Variable Types/5.1 sample_s2.csv.csv | 9.94MB 2. Variable Types/6. Bonus More about the Lending Club dataset.html | 826B 2. Variable Types/7. Quiz about variable types.html | 151B 3. Variable Characteristics/1. Variable characteristics.mp4 | 20.84MB 3. Variable Characteristics/1. Variable characteristics.srt | 3.58KB 3. Variable Characteristics/1. Variable characteristics.vtt | 3.19KB 3. Variable Characteristics/10. Bonus Additional reading resources.html | 4.68KB 3. Variable Characteristics/11. FAQ How can I learn more about machine learning.html | 824B 3. Variable Characteristics/2. Missing data.mp4 | 40.11MB 3. Variable Characteristics/2. Missing data.srt | 8.97KB 3. Variable Characteristics/2. Missing data.vtt | 7.92KB 3. Variable Characteristics/3. Cardinality - categorical variables.mp4 | 31.02MB 3. Variable Characteristics/3. Cardinality - categorical variables.srt | 6.34KB 3. Variable Characteristics/3. Cardinality - categorical variables.vtt | 5.64KB 3. Variable Characteristics/4. Rare Labels - categorical variables.mp4 | 33.86MB 3. Variable Characteristics/4. Rare Labels - categorical variables.srt | 6.09KB 3. Variable Characteristics/4. Rare Labels - categorical variables.vtt | 5.40KB 3. Variable Characteristics/5. Linear models assumptions.mp4 | 68.89MB 3. Variable Characteristics/5. Linear models assumptions.srt | 11.48KB 3. Variable Characteristics/5. Linear models assumptions.vtt | 10.25KB 3. Variable Characteristics/6. Variable distribution.mp4 | 32.77MB 3. Variable Characteristics/6. Variable distribution.srt | 6.48KB 3. Variable Characteristics/6. Variable distribution.vtt | 5.76KB 3. Variable Characteristics/7. Outliers.mp4 | 48.36MB 3. Variable Characteristics/7. Outliers.srt | 10.40KB 3. Variable Characteristics/7. Outliers.vtt | 9.23KB 3. Variable Characteristics/8. Variable magnitude.mp4 | 19.96MB 3. Variable Characteristics/8. Variable magnitude.srt | 3.87KB 3. Variable Characteristics/8. Variable magnitude.vtt | 3.45KB 3. Variable Characteristics/9. Bonus Machine learning algorithms overview.html | 140B 3. Variable Characteristics/9.1 ML_Comparison.pdf.pdf | 297.65KB 4. Missing Data Imputation/1. Introduction to missing data imputation.mp4 | 29.37MB 4. Missing Data Imputation/1. Introduction to missing data imputation.srt | 5.24KB 4. Missing Data Imputation/1. Introduction to missing data imputation.vtt | 4.66KB 4. Missing Data Imputation/10. Mean or median imputation with Scikit-learn.mp4 | 88.12MB 4. Missing Data Imputation/10. Mean or median imputation with Scikit-learn.srt | 12.86KB 4. Missing Data Imputation/10. Mean or median imputation with Scikit-learn.vtt | 11.35KB 4. Missing Data Imputation/11. Arbitrary value imputation with Scikit-learn.mp4 | 52.16MB 4. Missing Data Imputation/11. Arbitrary value imputation with Scikit-learn.srt | 6.55KB 4. Missing Data Imputation/11. Arbitrary value imputation with Scikit-learn.vtt | 5.80KB 4. Missing Data Imputation/12. Frequent category imputation with Scikit-learn.mp4 | 34.18MB 4. Missing Data Imputation/12. Frequent category imputation with Scikit-learn.srt | 4.15KB 4. Missing Data Imputation/12. Frequent category imputation with Scikit-learn.vtt | 3.69KB 4. Missing Data Imputation/13. Missing category imputation with Scikit-learn.mp4 | 24.61MB 4. Missing Data Imputation/13. Missing category imputation with Scikit-learn.srt | 3.01KB 4. Missing Data Imputation/13. Missing category imputation with Scikit-learn.vtt | 2.70KB 4. Missing Data Imputation/14. Adding a missing indicator with Scikit-learn.mp4 | 35.67MB 4. Missing Data Imputation/14. Adding a missing indicator with Scikit-learn.srt | 4.69KB 4. Missing Data Imputation/14. Adding a missing indicator with Scikit-learn.vtt | 4.15KB 4. Missing Data Imputation/15. Automatic determination of imputation method with Sklearn.mp4 | 80.35MB 4. Missing Data Imputation/15. Automatic determination of imputation method with Sklearn.srt | 9.03KB 4. Missing Data Imputation/15. Automatic determination of imputation method with Sklearn.vtt | 7.98KB 4. Missing Data Imputation/16. Introduction to Feature-engine.mp4 | 40.48MB 4. Missing Data Imputation/16. Introduction to Feature-engine.srt | 6.43KB 4. Missing Data Imputation/16. Introduction to Feature-engine.vtt | 5.71KB 4. Missing Data Imputation/17. Mean or median imputation with Feature-engine.mp4 | 38.64MB 4. Missing Data Imputation/17. Mean or median imputation with Feature-engine.srt | 5.09KB 4. Missing Data Imputation/17. Mean or median imputation with Feature-engine.vtt | 4.52KB 4. Missing Data Imputation/18. Arbitrary value imputation with Feature-engine.mp4 | 26.75MB 4. Missing Data Imputation/18. Arbitrary value imputation with Feature-engine.srt | 3.26KB 4. Missing Data Imputation/18. Arbitrary value imputation with Feature-engine.vtt | 2.92KB 4. Missing Data Imputation/19. End of distribution imputation with Feature-engine.mp4 | 38.87MB 4. Missing Data Imputation/19. End of distribution imputation with Feature-engine.srt | 5.26KB 4. Missing Data Imputation/19. End of distribution imputation with Feature-engine.vtt | 4.69KB 4. Missing Data Imputation/2. Complete Case Analysis.mp4 | 46.67MB 4. Missing Data Imputation/2. Complete Case Analysis.srt | 8.53KB 4. Missing Data Imputation/2. Complete Case Analysis.vtt | 7.55KB 4. Missing Data Imputation/20. Frequent category imputation with Feature-engine.mp4 | 16.15MB 4. Missing Data Imputation/20. Frequent category imputation with Feature-engine.srt | 2.07KB 4. Missing Data Imputation/20. Frequent category imputation with Feature-engine.vtt | 1.84KB 4. Missing Data Imputation/21. Missing category imputation with Feature-engine.mp4 | 20.42MB 4. Missing Data Imputation/21. Missing category imputation with Feature-engine.srt | 2.52KB 4. Missing Data Imputation/21. Missing category imputation with Feature-engine.vtt | 2.25KB 4. Missing Data Imputation/22. Random sample imputation with Feature-engine.mp4 | 16.09MB 4. Missing Data Imputation/22. Random sample imputation with Feature-engine.srt | 2.30KB 4. Missing Data Imputation/22. Random sample imputation with Feature-engine.vtt | 2.03KB 4. Missing Data Imputation/23. Adding a missing indicator with Feature-engine.mp4 | 25.90MB 4. Missing Data Imputation/23. Adding a missing indicator with Feature-engine.srt | 3.91KB 4. Missing Data Imputation/23. Adding a missing indicator with Feature-engine.vtt | 3.47KB 4. Missing Data Imputation/24. Overview of missing value imputation methods.html | 140B 4. Missing Data Imputation/24.1 NA_methods_Comparison.pdf.pdf | 273.81KB 4. Missing Data Imputation/25. Conclusion when to use each missing data imputation method.html | 2.66KB 4. Missing Data Imputation/3. Mean or median imputation.mp4 | 52.15MB 4. Missing Data Imputation/3. Mean or median imputation.srt | 10.29KB 4. Missing Data Imputation/3. Mean or median imputation.vtt | 9.11KB 4. Missing Data Imputation/4. Arbitrary value imputation.mp4 | 40.09MB 4. Missing Data Imputation/4. Arbitrary value imputation.srt | 8.42KB 4. Missing Data Imputation/4. Arbitrary value imputation.vtt | 7.48KB 4. Missing Data Imputation/5. End of distribution imputation.mp4 | 28.11MB 4. Missing Data Imputation/5. End of distribution imputation.srt | 6.02KB 4. Missing Data Imputation/5. End of distribution imputation.vtt | 5.36KB 4. Missing Data Imputation/6. Frequent category imputation.mp4 | 49.77MB 4. Missing Data Imputation/6. Frequent category imputation.srt | 8.22KB 4. Missing Data Imputation/6. Frequent category imputation.vtt | 7.33KB 4. Missing Data Imputation/7. Missing category imputation.mp4 | 28.17MB 4. Missing Data Imputation/7. Missing category imputation.srt | 4.82KB 4. Missing Data Imputation/7. Missing category imputation.vtt | 4.31KB 4. Missing Data Imputation/8. Random sample imputation.mp4 | 102.66MB 4. Missing Data Imputation/8. Random sample imputation.srt | 17.65KB 4. Missing Data Imputation/8. Random sample imputation.vtt | 15.59KB 4. Missing Data Imputation/9. Adding a missing indicator.mp4 | 31.09MB 4. Missing Data Imputation/9. Adding a missing indicator.srt | 6.55KB 4. Missing Data Imputation/9. Adding a missing indicator.vtt | 5.81KB 5. Multivariate Missing Data Imputation/1. Multivariate Imputation - COMING IN 2020.html | 105B 6. Categorical Variable Encoding/1. Categorical encoding Introduction.mp4 | 34.03MB 6. Categorical Variable Encoding/1. Categorical encoding Introduction.srt | 7.93KB 6. Categorical Variable Encoding/1. Categorical encoding Introduction.vtt | 7.11KB 6. Categorical Variable Encoding/10. Target guided ordinal encoding.mp4 | 12.87MB 6. Categorical Variable Encoding/10. Target guided ordinal encoding.srt | 3.43KB 6. Categorical Variable Encoding/10. Target guided ordinal encoding.vtt | 3.05KB 6. Categorical Variable Encoding/11. Target guided ordinal encoding Demo.mp4 | 68.75MB 6. Categorical Variable Encoding/11. Target guided ordinal encoding Demo.srt | 9.39KB 6. Categorical Variable Encoding/11. Target guided ordinal encoding Demo.vtt | 8.36KB 6. Categorical Variable Encoding/12. Mean encoding.mp4 | 12.84MB 6. Categorical Variable Encoding/12. Mean encoding.srt | 2.92KB 6. Categorical Variable Encoding/12. Mean encoding.vtt | 2.61KB 6. Categorical Variable Encoding/13. Mean encoding Demo.mp4 | 42.05MB 6. Categorical Variable Encoding/13. Mean encoding Demo.srt | 6.36KB 6. Categorical Variable Encoding/13. Mean encoding Demo.vtt | 5.67KB 6. Categorical Variable Encoding/14. Probability ratio encoding.mp4 | 45.65MB 6. Categorical Variable Encoding/14. Probability ratio encoding.srt | 7.15KB 6. Categorical Variable Encoding/14. Probability ratio encoding.vtt | 6.30KB 6. Categorical Variable Encoding/15. Weight of evidence (WoE).mp4 | 20.56MB 6. Categorical Variable Encoding/15. Weight of evidence (WoE).srt | 5.09KB 6. Categorical Variable Encoding/15. Weight of evidence (WoE).vtt | 4.53KB 6. Categorical Variable Encoding/16. Weight of Evidence Demo.mp4 | 45.11MB 6. Categorical Variable Encoding/16. Weight of Evidence Demo.srt | 7.97KB 6. Categorical Variable Encoding/16. Weight of Evidence Demo.vtt | 7.11KB 6. Categorical Variable Encoding/17. Comparison of categorical variable encoding.mp4 | 78.44MB 6. Categorical Variable Encoding/17. Comparison of categorical variable encoding.srt | 12.37KB 6. Categorical Variable Encoding/17. Comparison of categorical variable encoding.vtt | 10.93KB 6. Categorical Variable Encoding/18. Rare label encoding.mp4 | 23.31MB 6. Categorical Variable Encoding/18. Rare label encoding.srt | 5.16KB 6. Categorical Variable Encoding/18. Rare label encoding.vtt | 4.59KB 6. Categorical Variable Encoding/19. Rare label encoding Demo.mp4 | 69.43MB 6. Categorical Variable Encoding/19. Rare label encoding Demo.srt | 12.01KB 6. Categorical Variable Encoding/19. Rare label encoding Demo.vtt | 10.66KB 6. Categorical Variable Encoding/2. One hot encoding.mp4 | 31.75MB 6. Categorical Variable Encoding/2. One hot encoding.srt | 6.97KB 6. Categorical Variable Encoding/2. One hot encoding.vtt | 6.20KB 6. Categorical Variable Encoding/20. Binary encoding and feature hashing.mp4 | 30.90MB 6. Categorical Variable Encoding/20. Binary encoding and feature hashing.srt | 7.55KB 6. Categorical Variable Encoding/20. Binary encoding and feature hashing.vtt | 6.69KB 6. Categorical Variable Encoding/21. Bonus Additional reading resources.html | 2.42KB 6. Categorical Variable Encoding/3. One-hot-encoding Demo.mp4 | 91.40MB 6. Categorical Variable Encoding/3. One-hot-encoding Demo.srt | 17.55KB 6. Categorical Variable Encoding/3. One-hot-encoding Demo.vtt | 15.48KB 6. Categorical Variable Encoding/4. One hot encoding of top categories.mp4 | 18.10MB 6. Categorical Variable Encoding/4. One hot encoding of top categories.srt | 3.34KB 6. Categorical Variable Encoding/4. One hot encoding of top categories.vtt | 2.98KB 6. Categorical Variable Encoding/5. One hot encoding of top categories Demo.mp4 | 57.26MB 6. Categorical Variable Encoding/5. One hot encoding of top categories Demo.srt | 9.68KB 6. Categorical Variable Encoding/5. One hot encoding of top categories Demo.vtt | 8.58KB 6. Categorical Variable Encoding/6. Ordinal encoding Label encoding.mp4 | 9.42MB 6. Categorical Variable Encoding/6. Ordinal encoding Label encoding.srt | 2.08KB 6. Categorical Variable Encoding/6. Ordinal encoding Label encoding.vtt | 1.85KB 6. Categorical Variable Encoding/7. Ordinal encoding Demo.mp4 | 57.48MB 6. Categorical Variable Encoding/7. Ordinal encoding Demo.srt | 9.33KB 6. Categorical Variable Encoding/7. Ordinal encoding Demo.vtt | 8.33KB 6. Categorical Variable Encoding/8. Count or frequency encoding.mp4 | 15.73MB 6. Categorical Variable Encoding/8. Count or frequency encoding.srt | 3.76KB 6. Categorical Variable Encoding/8. Count or frequency encoding.vtt | 3.35KB 6. Categorical Variable Encoding/9. Count encoding Demo.mp4 | 32.53MB 6. Categorical Variable Encoding/9. Count encoding Demo.srt | 4.93KB 6. Categorical Variable Encoding/9. Count encoding Demo.vtt | 4.42KB 7. Variable Transformation/1. Variable Transformation Introduction.mp4 | 18.66MB 7. Variable Transformation/1. Variable Transformation Introduction.srt | 5.48KB 7. Variable Transformation/1. Variable Transformation Introduction.vtt | 4.93KB 7. Variable Transformation/2. Variable Transformation with Numpy and SciPy.mp4 | 49.41MB 7. Variable Transformation/2. Variable Transformation with Numpy and SciPy.srt | 8.49KB 7. Variable Transformation/2. Variable Transformation with Numpy and SciPy.vtt | 7.56KB 7. Variable Transformation/3. variable Transformation with Scikit-learn.mp4 | 47.10MB 7. Variable Transformation/3. variable Transformation with Scikit-learn.srt | 7.58KB 7. Variable Transformation/3. variable Transformation with Scikit-learn.vtt | 6.80KB 7. Variable Transformation/4. Variable transformation with Feature-engine.mp4 | 23.69MB 7. Variable Transformation/4. Variable transformation with Feature-engine.srt | 3.99KB 7. Variable Transformation/4. Variable transformation with Feature-engine.vtt | 3.59KB 8. Discretisation/1. Discretisation Introduction.mp4 | 15.45MB 8. Discretisation/1. Discretisation Introduction.srt | 3.41KB 8. Discretisation/1. Discretisation Introduction.vtt | 3.04KB 8. Discretisation/10. Discretisation with classification trees.mp4 | 26.58MB 8. Discretisation/10. Discretisation with classification trees.srt | 5.46KB 8. Discretisation/10. Discretisation with classification trees.vtt | 4.89KB 8. Discretisation/11. Discretisation with decision trees using Scikit-learn.mp4 | 80.16MB 8. Discretisation/11. Discretisation with decision trees using Scikit-learn.srt | 13.08KB 8. Discretisation/11. Discretisation with decision trees using Scikit-learn.vtt | 11.62KB 8. Discretisation/12. Discretisation with decision trees using Feature-engine.mp4 | 28.38MB 8. Discretisation/12. Discretisation with decision trees using Feature-engine.srt | 3.90KB 8. Discretisation/12. Discretisation with decision trees using Feature-engine.vtt | 3.48KB 8. Discretisation/13. Domain knowledge discretisation.mp4 | 25.67MB 8. Discretisation/13. Domain knowledge discretisation.srt | 4.08KB 8. Discretisation/13. Domain knowledge discretisation.vtt | 3.61KB 8. Discretisation/14. Bonus Additional reading resources.html | 1.41KB 8. Discretisation/14.1 15.5_Bonus_Additional_reading_resources.zip.zip | 1.03KB 8. Discretisation/2. Equal-width discretisation.mp4 | 21.54MB 8. Discretisation/2. Equal-width discretisation.srt | 4.38KB 8. Discretisation/2. Equal-width discretisation.vtt | 3.91KB 8. Discretisation/3. Equal-width discretisation Demo.mp4 | 79.10MB 8. Discretisation/3. Equal-width discretisation Demo.srt | 12.52KB 8. Discretisation/3. Equal-width discretisation Demo.vtt | 11.05KB 8. Discretisation/4. Equal-frequency discretisation.mp4 | 22.49MB 8. Discretisation/4. Equal-frequency discretisation.srt | 4.68KB 8. Discretisation/4. Equal-frequency discretisation.vtt | 4.16KB 8. Discretisation/5. Equal-frequency discretisation Demo.mp4 | 47.29MB 8. Discretisation/5. Equal-frequency discretisation Demo.srt | 7.67KB 8. Discretisation/5. Equal-frequency discretisation Demo.vtt | 6.85KB 8. Discretisation/6. K-means discretisation.mp4 | 18.87MB 8. Discretisation/6. K-means discretisation.srt | 4.73KB 8. Discretisation/6. K-means discretisation.vtt | 4.17KB 8. Discretisation/7. K-means discretisation Demo.mp4 | 18.83MB 8. Discretisation/7. K-means discretisation Demo.srt | 3.23KB 8. Discretisation/7. K-means discretisation Demo.vtt | 2.85KB 8. Discretisation/8. Discretisation plus categorical encoding.mp4 | 13.31MB 8. Discretisation/8. Discretisation plus categorical encoding.srt | 2.76KB 8. Discretisation/8. Discretisation plus categorical encoding.vtt | 2.48KB 8. Discretisation/9. Discretisation plus encoding Demo.mp4 | 36.22MB 8. Discretisation/9. Discretisation plus encoding Demo.srt | 6.55KB 8. Discretisation/9. Discretisation plus encoding Demo.vtt | 5.80KB 9. Outlier Handling/1. Outlier Engineering Intro.mp4 | 41.97MB 9. Outlier Handling/1. Outlier Engineering Intro.srt | 7.70KB 9. Outlier Handling/1. Outlier Engineering Intro.vtt | 6.87KB 9. Outlier Handling/2. Outlier trimming.mp4 | 51.09MB 9. Outlier Handling/2. Outlier trimming.srt | 8.33KB 9. Outlier Handling/2. Outlier trimming.vtt | 7.39KB 9. Outlier Handling/3. Outlier capping with IQR.mp4 | 43.57MB 9. Outlier Handling/3. Outlier capping with IQR.srt | 6.75KB 9. Outlier Handling/3. Outlier capping with IQR.vtt | 6.03KB 9. Outlier Handling/4. Outlier capping with mean and std.mp4 | 34.58MB 9. Outlier Handling/4. Outlier capping with mean and std.srt | 4.81KB 9. Outlier Handling/4. Outlier capping with mean and std.vtt | 4.31KB 9. Outlier Handling/5. Outlier capping with quantiles.mp4 | 24.44MB 9. Outlier Handling/5. Outlier capping with quantiles.srt | 3.50KB 9. Outlier Handling/5. Outlier capping with quantiles.vtt | 3.17KB 9. Outlier Handling/6. Arbitrary capping.mp4 | 19.69MB 9. Outlier Handling/6. Arbitrary capping.srt | 3.82KB 9. Outlier Handling/6. Arbitrary capping.vtt | 3.41KB 9. Outlier Handling/7. Additional reading resources.html | 387B