[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]

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[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]

101 files • 468.34 MB

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How you can help Team-FTU.txt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/0. Websites you may like/How you can help Team-FTU.txt

229 Bytes

01 - Course Overview

2 files • 9.68 MB

01 - Course Overview.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/01 - Course Overview/01 - Course Overview.en.srt

3.28 KB

01 - Course Overview.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/01 - Course Overview/01 - Course Overview.mp4

9.67 MB

02 - Understanding the Role of Features in Machine Learning

20 files • 65.49 MB

02 - Module Overview.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/02 - Module Overview.en.srt

2.24 KB

02 - Module Overview.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/02 - Module Overview.mp4

5.29 MB

03 - Prerequisites and Course Outline.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/03 - Prerequisites and Course Outline.en.srt

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03 - Prerequisites and Course Outline.mp4

4.68 MB

04 - Features and Labels.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/04 - Features and Labels.en.srt

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04 - Features and Labels.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/04 - Features and Labels.mp4

9.15 MB

05 - The Machine Learning Workflow.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/05 - The Machine Learning Workflow.en.srt

7.71 KB

05 - The Machine Learning Workflow.mp4

6.33 MB

06 - Components of Feature Engineering.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/06 - Components of Feature Engineering.en.srt

4.99 KB

06 - Components of Feature Engineering.mp4

3.57 MB

07 - Feature Selection, Feature Learning, and Feature Extraction.en.srt

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07 - Feature Selection, Feature Learning, and Feature Extraction.mp4

10.36 MB

08 - Feature Combination and Dimensionality Reduction.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/08 - Feature Combination and Dimensionality Reduction.en.srt

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08 - Feature Combination and Dimensionality Reduction.mp4

5.78 MB

09 - Training, Validation, and Test Data.en.srt

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09 - Training, Validation, and Test Data.mp4

7.94 MB

10 - K-fold Cross Validation.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/10 - K-fold Cross Validation.en.srt

7.53 KB

10 - K-fold Cross Validation.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/10 - K-fold Cross Validation.mp4

6.9 MB

11 - Module Summary.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/11 - Module Summary.en.srt

2.44 KB

11 - Module Summary.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/02 - Understanding the Role of Features in Machine Learning/11 - Module Summary.mp4

5.42 MB

03 - Preparing Data for Machine Learning

18 files • 84.14 MB

12 - Module Overview.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/12 - Module Overview.en.srt

3.06 KB

12 - Module Overview.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/12 - Module Overview.mp4

6.4 MB

13 - Problems with Data.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/13 - Problems with Data.en.srt

7.62 KB

13 - Problems with Data.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/13 - Problems with Data.mp4

6.6 MB

14 - Dealing with Missing Values.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/14 - Dealing with Missing Values.en.srt

9.17 KB

14 - Dealing with Missing Values.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/14 - Dealing with Missing Values.mp4

6.39 MB

15 - Dealing with Outliers.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/15 - Dealing with Outliers.en.srt

10.99 KB

15 - Dealing with Outliers.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/15 - Dealing with Outliers.mp4

8.16 MB

16 - Applying Different Techniques to Handle Missing Values.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/16 - Applying Different Techniques to Handle Missing Values.en.srt

13.99 KB

16 - Applying Different Techniques to Handle Missing Values.mp4

13.89 MB

17 - Detecting and Handling Outliers.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/17 - Detecting and Handling Outliers.en.srt

13.16 KB

17 - Detecting and Handling Outliers.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/17 - Detecting and Handling Outliers.mp4

12.97 MB

18 - Reading and Exploring the Dataset.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/18 - Reading and Exploring the Dataset.en.srt

15.07 KB

18 - Reading and Exploring the Dataset.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/18 - Reading and Exploring the Dataset.mp4

16.31 MB

19 - Perform Simple and Multiple Linear Regression.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/19 - Perform Simple and Multiple Linear Regression.en.srt

8.53 KB

19 - Perform Simple and Multiple Linear Regression.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/19 - Perform Simple and Multiple Linear Regression.mp4

8.71 MB

20 - Module Summary.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/20 - Module Summary.en.srt

2.21 KB

20 - Module Summary.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/03 - Preparing Data for Machine Learning/20 - Module Summary.mp4

4.62 MB

04 - Understanding and Implementing Feature Selection

22 files • 93.37 MB

21 - Module Overview.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/21 - Module Overview.en.srt

3.19 KB

21 - Module Overview.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/21 - Module Overview.mp4

2.02 MB

22 - Types of Data.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/22 - Types of Data.en.srt

8.18 KB

22 - Types of Data.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/22 - Types of Data.mp4

6.66 MB

23 - Measuring Correlations.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/23 - Measuring Correlations.en.srt

8.67 KB

23 - Measuring Correlations.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/23 - Measuring Correlations.mp4

6.26 MB

24 - Understanding Feature Selection Using Filter, Embedded, and Wrapper Methods.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/24 - Understanding Feature Selection Using Filter, Embedded, and Wrapper Methods.en.srt

11.17 KB

24 - Understanding Feature Selection Using Filter, Embedded, and Wrapper Methods.mp4

8.08 MB

25 - Feature Selection Using Missing Value Ratio.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/25 - Feature Selection Using Missing Value Ratio.en.srt

9.82 KB

25 - Feature Selection Using Missing Value Ratio.mp4

10.75 MB

26 - Calculating and Visualizing Correlations Using Pandas.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/26 - Calculating and Visualizing Correlations Using Pandas.en.srt

11.58 KB

26 - Calculating and Visualizing Correlations Using Pandas.mp4

14.42 MB

27 - Calculating and Visualizing Correlations Using Yellowbrick.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/27 - Calculating and Visualizing Correlations Using Yellowbrick.en.srt

5.29 KB

27 - Calculating and Visualizing Correlations Using Yellowbrick.mp4

6.82 MB

28 - Feature Selection Using Filter Methods.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/28 - Feature Selection Using Filter Methods.en.srt

11.78 KB

28 - Feature Selection Using Filter Methods.mp4

13.32 MB

29 - Feature Selection Using Wrapper Methods.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/29 - Feature Selection Using Wrapper Methods.en.srt

11.24 KB

29 - Feature Selection Using Wrapper Methods.mp4

12.8 MB

30 - Feature Selection Using Embedded Methods.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/30 - Feature Selection Using Embedded Methods.en.srt

9.64 KB

30 - Feature Selection Using Embedded Methods.mp4

10.19 MB

31 - Module Summary.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/31 - Module Summary.en.srt

3.11 KB

31 - Module Summary.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/04 - Understanding and Implementing Feature Selection/31 - Module Summary.mp4

1.96 MB

05 - Exploring Feature Extraction Techniques

10 files • 26.11 MB

32 - Module Overview.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/05 - Exploring Feature Extraction Techniques/32 - Module Overview.en.srt

2.51 KB

32 - Module Overview.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/05 - Exploring Feature Extraction Techniques/32 - Module Overview.mp4

2.02 MB

33 - Representing Images as Matrices and Image Preprocessing Techniques.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/05 - Exploring Feature Extraction Techniques/33 - Representing Images as Matrices and Image Preprocessing Techniques.en.srt

8.73 KB

33 - Representing Images as Matrices and Image Preprocessing Techniques.mp4

6.65 MB

34 - Feature Detection and Extraction from Images.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/05 - Exploring Feature Extraction Techniques/34 - Feature Detection and Extraction from Images.en.srt

9.93 KB

34 - Feature Detection and Extraction from Images.mp4

7.71 MB

35 - Feature Extraction from Text.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/05 - Exploring Feature Extraction Techniques/35 - Feature Extraction from Text.en.srt

11.29 KB

35 - Feature Extraction from Text.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/05 - Exploring Feature Extraction Techniques/35 - Feature Extraction from Text.mp4

8.01 MB

36 - Module Summary.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/05 - Exploring Feature Extraction Techniques/36 - Module Summary.en.srt

2.37 KB

36 - Module Summary.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/05 - Exploring Feature Extraction Techniques/36 - Module Summary.mp4

1.69 MB

06 - Implementing Feature Extraction

22 files • 159.43 MB

37 - Module Overview.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/37 - Module Overview.en.srt

2.08 KB

37 - Module Overview.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/37 - Module Overview.mp4

5.35 MB

38 - Tokenization and Visualizing Frequency Distributions.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/38 - Tokenization and Visualizing Frequency Distributions.en.srt

7.43 KB

38 - Tokenization and Visualizing Frequency Distributions.mp4

8.82 MB

39 - Performing Normalization Using Different Techniques.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/39 - Performing Normalization Using Different Techniques.en.srt

9.48 KB

39 - Performing Normalization Using Different Techniques.mp4

11.52 MB

40 - Creating Feature Vectors from Text Data.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/40 - Creating Feature Vectors from Text Data.en.srt

11.85 KB

40 - Creating Feature Vectors from Text Data.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/40 - Creating Feature Vectors from Text Data.mp4

13.47 MB

41 - Loading and Transforming Images.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/41 - Loading and Transforming Images.en.srt

9.5 KB

41 - Loading and Transforming Images.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/41 - Loading and Transforming Images.mp4

12.23 MB

42 - Extracting Features from Images.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/42 - Extracting Features from Images.en.srt

6.34 KB

42 - Extracting Features from Images.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/42 - Extracting Features from Images.mp4

8.03 MB

43 - Detecting Keypoints and Descriptors to Perform Image Matching.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/43 - Detecting Keypoints and Descriptors to Perform Image Matching.en.srt

9.27 KB

43 - Detecting Keypoints and Descriptors to Perform Image Matching.mp4

14.53 MB

44 - Extracting Text from Images Using OCR.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/44 - Extracting Text from Images Using OCR.en.srt

6.97 KB

44 - Extracting Text from Images Using OCR.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/44 - Extracting Text from Images Using OCR.mp4

14.84 MB

45 - Extracting Features from Dates.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/45 - Extracting Features from Dates.en.srt

8.33 KB

45 - Extracting Features from Dates.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/45 - Extracting Features from Dates.mp4

10.44 MB

46 - Working with Geospatial Features.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/46 - Working with Geospatial Features.en.srt

12.38 KB

46 - Working with Geospatial Features.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/46 - Working with Geospatial Features.mp4

52.96 MB

47 - Summary and Further Study.en.srt

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/47 - Summary and Further Study.en.srt

3.07 KB

47 - Summary and Further Study.mp4

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/06 - Implementing Feature Extraction/47 - Summary and Further Study.mp4

7.17 MB

Exercise Files.zip

[FreeCoursesOnline.Me] [Pluralsight] Preparing Data for Feature Engineering and Machine Learning [FCO]/Exercise Files.zip

30.12 MB

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