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1. Introduction/1. Introduction.mp4
32.86MB
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1. Introduction/1. Introduction.srt
6.81KB
1. Introduction/1. Introduction.vtt
6.06KB
1. Introduction/2. Course curriculum overview.mp4
33.37MB
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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
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1. Introduction/3. Course requirements.srt
4.1KB
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
20.6MB
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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
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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
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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
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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
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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
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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
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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
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10. Feature Scaling/4. Mean normalisation.srt
4.92KB
10. Feature Scaling/4. Mean normalisation.vtt
4.4KB
10. Feature Scaling/5. Mean normalisation Demo.mp4
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10. Feature Scaling/5. Mean normalisation Demo.srt
6.19KB
10. Feature Scaling/5. Mean normalisation Demo.vtt
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10. Feature Scaling/6. Scaling to minimum and maximum values.mp4
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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
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10. Feature Scaling/8. Maximum absolute scaling.mp4
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10. Feature Scaling/8. Maximum absolute scaling.vtt
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10. Feature Scaling/9. MaxAbsScaling Demo.mp4
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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
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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
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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
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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
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12. Engineering datetime variables/2. Engineering dates Demo.srt
9.1KB
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
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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
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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
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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
15.3MB
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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
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6.69KB
2. Variable Types/2. Numerical variables.vtt
5.97KB
2. Variable Types/3. Categorical variables.mp4
18.4MB
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4.56KB
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4.07KB
2. Variable Types/4. Date and time variables.mp4
9.8MB
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2. Variable Types/4. Date and time variables.srt
2.4KB
2. Variable Types/4. Date and time variables.vtt
2.14KB
2. Variable Types/5. Mixed variables.mp4
11.25MB
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2. Variable Types/5. Mixed variables.srt
2.94KB
2. Variable Types/5. Mixed variables.vtt
2.6KB
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
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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
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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
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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
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3. Variable Characteristics/4. Rare Labels - categorical variables.srt
6.09KB
3. Variable Characteristics/4. Rare Labels - categorical variables.vtt
5.4KB
3. Variable Characteristics/5. Linear models assumptions.mp4
68.89MB
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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
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3. Variable Characteristics/8. Variable magnitude.mp4
19.96MB
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3.45KB
3. Variable Characteristics/9. Bonus Machine learning algorithms overview.html
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297.65KB
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29.37MB
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20.42MB
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2.52KB
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2.25KB
4. Missing Data Imputation/22. Random sample imputation with Feature-engine.mp4
16.09MB
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2.3KB
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2.03KB
4. Missing Data Imputation/23. Adding a missing indicator with Feature-engine.mp4
25.9MB
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3.91KB
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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
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2.66KB
4. Missing Data Imputation/3. Mean or median imputation.mp4
52.15MB
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10.29KB
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9.11KB
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40.09MB
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28.11MB
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49.77MB
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28.17MB
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4.82KB
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4.31KB
4. Missing Data Imputation/8. Random sample imputation.mp4
102.66MB
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17.65KB
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15.59KB
4. Missing Data Imputation/9. Adding a missing indicator.mp4
31.09MB
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6.55KB
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5.81KB
5. Multivariate Missing Data Imputation/1. Multivariate Imputation - COMING IN 2020.html
105B
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34.03MB
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7.93KB
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7.11KB
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12.87MB
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3.05KB
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68.75MB
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8.36KB
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12.84MB
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2.61KB
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42.05MB
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5.67KB
6. Categorical Variable Encoding/14. Probability ratio encoding.mp4
45.65MB
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6.3KB
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20.56MB
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47.1MB
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7.58KB
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6.8KB
7. Variable Transformation/4. Variable transformation with Feature-engine.mp4
23.69MB
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3.99KB
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3.59KB
8. Discretisation/1. Discretisation Introduction.mp4
15.45MB
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3.41KB
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3.04KB
8. Discretisation/10. Discretisation with classification trees.mp4
26.58MB
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5.46KB
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4.89KB
8. Discretisation/11. Discretisation with decision trees using Scikit-learn.mp4
80.16MB
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13.08KB
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11.62KB
8. Discretisation/12. Discretisation with decision trees using Feature-engine.mp4
28.38MB
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3.9KB
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3.48KB
8. Discretisation/13. Domain knowledge discretisation.mp4
25.67MB
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4.08KB
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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
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4.38KB
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3.91KB
8. Discretisation/3. Equal-width discretisation Demo.mp4
79.1MB
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12.52KB
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11.05KB
8. Discretisation/4. Equal-frequency discretisation.mp4
22.49MB
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4.68KB
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4.16KB
8. Discretisation/5. Equal-frequency discretisation Demo.mp4
47.29MB
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7.67KB
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6.85KB
8. Discretisation/6. K-means discretisation.mp4
18.87MB
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4.73KB
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4.17KB
8. Discretisation/7. K-means discretisation Demo.mp4
18.83MB
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3.23KB
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2.85KB
8. Discretisation/8. Discretisation plus categorical encoding.mp4
13.31MB
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2.76KB
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2.48KB
8. Discretisation/9. Discretisation plus encoding Demo.mp4
36.22MB
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6.55KB
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5.8KB
9. Outlier Handling/1. Outlier Engineering Intro.mp4
41.97MB
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7.7KB
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6.87KB
9. Outlier Handling/2. Outlier trimming.mp4
51.09MB
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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
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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
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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
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9. Outlier Handling/5. Outlier capping with quantiles.srt
3.5KB
9. Outlier Handling/5. Outlier capping with quantiles.vtt
3.17KB
9. Outlier Handling/6. Arbitrary capping.mp4
19.69MB
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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