Udemy - Python Data Science Unsupervised Machine Learning (11.2024)

1 - Getting Started/1 -Course Introduction.mp4

48.09 MB

1 - Getting Started/1 -Course Introduction.vtt

3.88 KB

1 - Getting Started/2 -About This Series.mp4

4.43 MB

1 - Getting Started/2 -About This Series.vtt

1.23 KB

1 - Getting Started/3 -Course Structure & Outline.mp4

20.72 MB

1 - Getting Started/3 -Course Structure & Outline.vtt

6.91 KB

1 - Getting Started/4 - DOWNLOAD Course Resources.html

563 B

1 - Getting Started/4 - READ ME Important Notes for New Students.html

4.8 KB

1 - Getting Started/4 -Data Science in Python - Unsupervised Learning.pdf

23.83 MB

1 - Getting Started/4 -Data Science in Python - Unsupervised Learning.zip

12.98 MB

1 - Getting Started/4 -Introducing the Course Project.mp4

5.94 MB

1 - Getting Started/4 -Introducing the Course Project.vtt

1.54 KB

1 - Getting Started/5 -Setting Expectations.mp4

10.01 MB

1 - Getting Started/5 -Setting Expectations.vtt

2.43 KB

1 - Getting Started/6 -Jupyter Installation & Launch.mp4

37.97 MB

1 - Getting Started/6 -Jupyter Installation & Launch.vtt

12.45 KB

10 - PROJECT Recommending Restaurants/1 -Project Overview.mp4

11.88 MB

10 - PROJECT Recommending Restaurants/1 -Project Overview.vtt

2.65 KB

10 - PROJECT Recommending Restaurants/2 -SOLUTION Data Prep.mp4

17.11 MB

10 - PROJECT Recommending Restaurants/2 -SOLUTION Data Prep.vtt

2.6 KB

10 - PROJECT Recommending Restaurants/3 -SOLUTION TruncatedSVD.mp4

98.4 MB

10 - PROJECT Recommending Restaurants/3 -SOLUTION TruncatedSVD.vtt

15.24 KB

10 - PROJECT Recommending Restaurants/4 -SOLUTION Cosine Similarity.mp4

40.58 MB

10 - PROJECT Recommending Restaurants/4 -SOLUTION Cosine Similarity.vtt

7.96 KB

10 - PROJECT Recommending Restaurants/5 -SOLUTION Recommendations.mp4

30.23 MB

10 - PROJECT Recommending Restaurants/5 -SOLUTION Recommendations.vtt

6.39 KB

11 - Unsupervised Learning Review/1 -Section Introduction.mp4

5.27 MB

11 - Unsupervised Learning Review/1 -Section Introduction.vtt

1.75 KB

11 - Unsupervised Learning Review/2 -Unsupervised Learning Flow Chart.mp4

16.7 MB

11 - Unsupervised Learning Review/2 -Unsupervised Learning Flow Chart.vtt

6.02 KB

11 - Unsupervised Learning Review/3 -Unsupervised Learning Techniques & Applications.mp4

25.9 MB

11 - Unsupervised Learning Review/3 -Unsupervised Learning Techniques & Applications.vtt

8.28 KB

11 - Unsupervised Learning Review/4 -Unsupervised Learning in the Data Science Workflow.mp4

17.3 MB

11 - Unsupervised Learning Review/4 -Unsupervised Learning in the Data Science Workflow.vtt

5.39 KB

11 - Unsupervised Learning Review/5 -Key Takeaways.mp4

14.71 MB

11 - Unsupervised Learning Review/5 -Key Takeaways.vtt

3.17 KB

12 - Final Project/1 -Final Project Overview.mp4

14.8 MB

12 - Final Project/1 -Final Project Overview.vtt

3.21 KB

12 - Final Project/2 -SOLUTION Data Prep & EDA.mp4

82.04 MB

12 - Final Project/2 -SOLUTION Data Prep & EDA.vtt

13.97 KB

12 - Final Project/3 -SOLUTION Clustering.mp4

30.35 MB

12 - Final Project/3 -SOLUTION Clustering.vtt

4.87 KB

12 - Final Project/4 -SOLUTION PCA.mp4

29.98 MB

12 - Final Project/4 -SOLUTION PCA.vtt

4.62 KB

12 - Final Project/5 -SOLUTION Clustering (Round 2).mp4

26.15 MB

12 - Final Project/5 -SOLUTION Clustering (Round 2).vtt

4.73 KB

12 - Final Project/6 -SOLUTION PCA (Round 2).mp4

38.69 MB

12 - Final Project/6 -SOLUTION PCA (Round 2).vtt

6.14 KB

12 - Final Project/7 -SOLUTION EDA on Clusters.mp4

30.68 MB

12 - Final Project/7 -SOLUTION EDA on Clusters.vtt

5.59 KB

12 - Final Project/8 -SOLUTION Recommendations.mp4

14.53 MB

12 - Final Project/8 -SOLUTION Recommendations.vtt

3.56 KB

13 - Next Steps/1 - BONUS LESSON.html

12.15 KB

2 - Intro to Data Science/1 -Section Introduction.mp4

4.82 MB

2 - Intro to Data Science/1 -Section Introduction.vtt

1.87 KB

2 - Intro to Data Science/10 -Step 4 Exploring Data.mp4

6.34 MB

2 - Intro to Data Science/10 -Step 4 Exploring Data.vtt

1.79 KB

2 - Intro to Data Science/11 -Step 5 Modeling Data.mp4

8.24 MB

2 - Intro to Data Science/11 -Step 5 Modeling Data.vtt

2.18 KB

2 - Intro to Data Science/12 -Step 6 Sharing Insights.mp4

7.47 MB

2 - Intro to Data Science/12 -Step 6 Sharing Insights.vtt

2.16 KB

2 - Intro to Data Science/13 -Unsupervised Learning.mp4

4.53 MB

2 - Intro to Data Science/13 -Unsupervised Learning.vtt

1.26 KB

2 - Intro to Data Science/14 -Key Takeaways.mp4

9.89 MB

2 - Intro to Data Science/14 -Key Takeaways.vtt

2.75 KB

2 - Intro to Data Science/2 -What is Data Science.mp4

4.65 MB

2 - Intro to Data Science/2 -What is Data Science.vtt

1.47 KB

2 - Intro to Data Science/3 -Data Science Skill Set.mp4

9.38 MB

2 - Intro to Data Science/3 -Data Science Skill Set.vtt

3.28 KB

2 - Intro to Data Science/4 -What is Machine Learning.mp4

9.57 MB

2 - Intro to Data Science/4 -What is Machine Learning.vtt

3.01 KB

2 - Intro to Data Science/5 -Common Machine Learning Algorithms.mp4

16.46 MB

2 - Intro to Data Science/5 -Common Machine Learning Algorithms.vtt

4.98 KB

2 - Intro to Data Science/6 -Data Science Workflow.mp4

5.59 MB

2 - Intro to Data Science/6 -Data Science Workflow.vtt

1.65 KB

2 - Intro to Data Science/7 -Step 1 Scoping a Project.mp4

6.88 MB

2 - Intro to Data Science/7 -Step 1 Scoping a Project.vtt

2.33 KB

2 - Intro to Data Science/8 -Step 2 Gathering Data.mp4

5.64 MB

2 - Intro to Data Science/8 -Step 2 Gathering Data.vtt

1.73 KB

2 - Intro to Data Science/9 -Step 3 Cleaning Data.mp4

7.65 MB

2 - Intro to Data Science/9 -Step 3 Cleaning Data.vtt

1.91 KB

3 - Unsupervised Learning 101/1 -Section Introduction.mp4

3.45 MB

3 - Unsupervised Learning 101/1 -Section Introduction.vtt

1.21 KB

3 - Unsupervised Learning 101/2 -Unsupervised Learning 101.mp4

21.34 MB

3 - Unsupervised Learning 101/2 -Unsupervised Learning 101.vtt

6.89 KB

3 - Unsupervised Learning 101/3 -Unsupervised Learning Techniques.mp4

18.09 MB

3 - Unsupervised Learning 101/3 -Unsupervised Learning Techniques.vtt

5.85 KB

3 - Unsupervised Learning 101/4 -Unsupervised Learning Applications.mp4

10.36 MB

3 - Unsupervised Learning 101/4 -Unsupervised Learning Applications.vtt

3.72 KB

3 - Unsupervised Learning 101/5 -Structure of This Course.mp4

7.45 MB

3 - Unsupervised Learning 101/5 -Structure of This Course.vtt

2.65 KB

3 - Unsupervised Learning 101/6 -Unsupervised Learning Workflow.mp4

26.26 MB

3 - Unsupervised Learning 101/6 -Unsupervised Learning Workflow.vtt

7.81 KB

3 - Unsupervised Learning 101/7 -Key Takeaways.mp4

10.37 MB

3 - Unsupervised Learning 101/7 -Key Takeaways.vtt

2.61 KB

4 - Pre-Modeling Data Prep/1 -Section Introduction.mp4

6.41 MB

4 - Pre-Modeling Data Prep/1 -Section Introduction.vtt

2.31 KB

4 - Pre-Modeling Data Prep/10 -Handling Missing Data.mp4

50.53 MB

4 - Pre-Modeling Data Prep/10 -Handling Missing Data.vtt

11.57 KB

4 - Pre-Modeling Data Prep/11 -Converting to Numeric.mp4

45.76 MB

4 - Pre-Modeling Data Prep/11 -Converting to Numeric.vtt

11.01 KB

4 - Pre-Modeling Data Prep/12 -Converting to DateTime.mp4

47.35 MB

4 - Pre-Modeling Data Prep/12 -Converting to DateTime.vtt

9.48 KB

4 - Pre-Modeling Data Prep/13 -Extracting DateTime.mp4

31.93 MB

4 - Pre-Modeling Data Prep/13 -Extracting DateTime.vtt

7.48 KB

4 - Pre-Modeling Data Prep/14 -Calculating Based on a Condition.mp4

21.05 MB

4 - Pre-Modeling Data Prep/14 -Calculating Based on a Condition.vtt

5.05 KB

4 - Pre-Modeling Data Prep/15 -Dummy Variables.mp4

29.91 MB

4 - Pre-Modeling Data Prep/15 -Dummy Variables.vtt

7.85 KB

4 - Pre-Modeling Data Prep/16 -ASSIGNMENT Preparing Columns for Modeling.mp4

4.89 MB

4 - Pre-Modeling Data Prep/16 -ASSIGNMENT Preparing Columns for Modeling.vtt

1.46 KB

4 - Pre-Modeling Data Prep/17 -SOLUTION Preparing Columns for Modeling.mp4

16.85 MB

4 - Pre-Modeling Data Prep/17 -SOLUTION Preparing Columns for Modeling.vtt

3.33 KB

4 - Pre-Modeling Data Prep/18 -Feature Engineering.mp4

16.09 MB

4 - Pre-Modeling Data Prep/18 -Feature Engineering.vtt

5.19 KB

4 - Pre-Modeling Data Prep/19 -Feature Engineering During Data Prep.mp4

11.41 MB

4 - Pre-Modeling Data Prep/19 -Feature Engineering During Data Prep.vtt

3.7 KB

4 - Pre-Modeling Data Prep/2 -Data Prep for Unsupervised Learning.mp4

11.32 MB

4 - Pre-Modeling Data Prep/2 -Data Prep for Unsupervised Learning.vtt

4.23 KB

4 - Pre-Modeling Data Prep/20 -Applying Calculations.mp4

27.59 MB

4 - Pre-Modeling Data Prep/20 -Applying Calculations.vtt

6.28 KB

4 - Pre-Modeling Data Prep/21 -Binning Values.mp4

18.96 MB

4 - Pre-Modeling Data Prep/21 -Binning Values.vtt

5.1 KB

4 - Pre-Modeling Data Prep/22 -Identifying Proxy Variables.mp4

30.58 MB

4 - Pre-Modeling Data Prep/22 -Identifying Proxy Variables.vtt

7.08 KB

4 - Pre-Modeling Data Prep/23 -Feature Engineering Tips.mp4

8.3 MB

4 - Pre-Modeling Data Prep/23 -Feature Engineering Tips.vtt

2.86 KB

4 - Pre-Modeling Data Prep/24 -ASSIGNMENT Feature Engineering.mp4

3.83 MB

4 - Pre-Modeling Data Prep/24 -ASSIGNMENT Feature Engineering.vtt

1.21 KB

4 - Pre-Modeling Data Prep/25 -SOLUTION Feature Engineering.mp4

12.27 MB

4 - Pre-Modeling Data Prep/25 -SOLUTION Feature Engineering.vtt

2.19 KB

4 - Pre-Modeling Data Prep/26 -Excluding Identifiers From Modeling.mp4

12.86 MB

4 - Pre-Modeling Data Prep/26 -Excluding Identifiers From Modeling.vtt

3.63 KB

4 - Pre-Modeling Data Prep/27 -Feature Selection.mp4

25.83 MB

4 - Pre-Modeling Data Prep/27 -Feature Selection.vtt

7.39 KB

4 - Pre-Modeling Data Prep/28 -ASSIGNMENT Feature Selection.mp4

3.61 MB

4 - Pre-Modeling Data Prep/28 -ASSIGNMENT Feature Selection.vtt

1.1 KB

4 - Pre-Modeling Data Prep/29 -SOLUTION Feature Selection.mp4

18.26 MB

4 - Pre-Modeling Data Prep/29 -SOLUTION Feature Selection.vtt

2.93 KB

4 - Pre-Modeling Data Prep/3 -Setting the Correct Row Granularity.mp4

31.96 MB

4 - Pre-Modeling Data Prep/3 -Setting the Correct Row Granularity.vtt

9.67 KB

4 - Pre-Modeling Data Prep/30 -Feature Scaling.mp4

9.21 MB

4 - Pre-Modeling Data Prep/30 -Feature Scaling.vtt

3.54 KB

4 - Pre-Modeling Data Prep/31 -Normalization.mp4

43.64 MB

4 - Pre-Modeling Data Prep/31 -Normalization.vtt

10.84 KB

4 - Pre-Modeling Data Prep/32 -Standardization.mp4

35.44 MB

4 - Pre-Modeling Data Prep/32 -Standardization.vtt

6.98 KB

4 - Pre-Modeling Data Prep/33 -ASSIGNMENT Feature Scaling.mp4

3.39 MB

4 - Pre-Modeling Data Prep/33 -ASSIGNMENT Feature Scaling.vtt

1.05 KB

4 - Pre-Modeling Data Prep/34 -SOLUTION Feature Scaling.mp4

20.82 MB

4 - Pre-Modeling Data Prep/34 -SOLUTION Feature Scaling.vtt

4.37 KB

4 - Pre-Modeling Data Prep/35 -Key Takeaways.mp4

10.14 MB

4 - Pre-Modeling Data Prep/35 -Key Takeaways.vtt

2.59 KB

4 - Pre-Modeling Data Prep/4 -DEMO Group By.mp4

30.68 MB

4 - Pre-Modeling Data Prep/4 -DEMO Group By.vtt

8.73 KB

4 - Pre-Modeling Data Prep/5 -DEMO Pivot.mp4

21.41 MB

4 - Pre-Modeling Data Prep/5 -DEMO Pivot.vtt

5.74 KB

4 - Pre-Modeling Data Prep/6 -ASSIGNMENT Setting the Correct Row Granularity.mp4

12.68 MB

4 - Pre-Modeling Data Prep/6 -ASSIGNMENT Setting the Correct Row Granularity.vtt

3.71 KB

4 - Pre-Modeling Data Prep/7 -SOLUTION Setting the Correct Row Granularity.mp4

32.33 MB

4 - Pre-Modeling Data Prep/7 -SOLUTION Setting the Correct Row Granularity.vtt

6.78 KB

4 - Pre-Modeling Data Prep/8 -Preparing Columns for Modeling.mp4

10.24 MB

4 - Pre-Modeling Data Prep/8 -Preparing Columns for Modeling.vtt

3.09 KB

4 - Pre-Modeling Data Prep/9 -Identifying Missing Data.mp4

36.6 MB

4 - Pre-Modeling Data Prep/9 -Identifying Missing Data.vtt

9.34 KB

5 - Clustering/1 -Section Introduction.mp4

5.61 MB

5 - Clustering/1 -Section Introduction.vtt

2.11 KB

5 - Clustering/10 -SOLUTION K-Means Clustering.mp4

44.38 MB

5 - Clustering/10 -SOLUTION K-Means Clustering.vtt

9.08 KB

5 - Clustering/11 -Inertia.mp4

23.73 MB

5 - Clustering/11 -Inertia.vtt

8.36 KB

5 - Clustering/12 -Plotting Inertia in Python.mp4

15.83 MB

5 - Clustering/12 -Plotting Inertia in Python.vtt

3.92 KB

5 - Clustering/13 -DEMO Plotting Inertia in Python.mp4

58.67 MB

5 - Clustering/13 -DEMO Plotting Inertia in Python.vtt

14.48 KB

5 - Clustering/14 -ASSIGNMENT Inertia Plot.mp4

5.82 MB

5 - Clustering/14 -ASSIGNMENT Inertia Plot.vtt

1.58 KB

5 - Clustering/15 -SOLUTION Inertia Plot.mp4

42.35 MB

5 - Clustering/15 -SOLUTION Inertia Plot.vtt

8.04 KB

5 - Clustering/16 -Tuning a K-Means Model.mp4

24.05 MB

5 - Clustering/16 -Tuning a K-Means Model.vtt

7.11 KB

5 - Clustering/17 -DEMO Tuning a K-Means Model.mp4

49.79 MB

5 - Clustering/17 -DEMO Tuning a K-Means Model.vtt

10.81 KB

5 - Clustering/18 -ASSIGNMENT Tuning a K-Means Model.mp4

5.8 MB

5 - Clustering/18 -ASSIGNMENT Tuning a K-Means Model.vtt

1.54 KB

5 - Clustering/19 -SOLUTION Tuning a K-Means Model.mp4

78.59 MB

5 - Clustering/19 -SOLUTION Tuning a K-Means Model.vtt

11.28 KB

5 - Clustering/2 -Clustering Basics.mp4

18.67 MB

5 - Clustering/2 -Clustering Basics.vtt

7.07 KB

5 - Clustering/20 -Selecting the Best Model.mp4

35.96 MB

5 - Clustering/20 -Selecting the Best Model.vtt

9.02 KB

5 - Clustering/21 -DEMO Selecting the Best Model.mp4

81.04 MB

5 - Clustering/21 -DEMO Selecting the Best Model.vtt

18.29 KB

5 - Clustering/22 -ASSIGNMENT Selecting the Best K-Means Model.mp4

7.78 MB

5 - Clustering/22 -ASSIGNMENT Selecting the Best K-Means Model.vtt

2.08 KB

5 - Clustering/23 -SOLUTION Selecting the Best K-Means Model.mp4

111.95 MB

5 - Clustering/23 -SOLUTION Selecting the Best K-Means Model.vtt

16.55 KB

5 - Clustering/24 -Hierarchical Clustering.mp4

54.16 MB

5 - Clustering/24 -Hierarchical Clustering.vtt

20.22 KB

5 - Clustering/25 -Dendrograms in Python.mp4

75.44 MB

5 - Clustering/25 -Dendrograms in Python.vtt

15.82 KB

5 - Clustering/26 -Agglomerative Clustering in Python.mp4

22.48 MB

5 - Clustering/26 -Agglomerative Clustering in Python.vtt

6.34 KB

5 - Clustering/27 -DEMO Agglomerative Clustering in Python.mp4

39.67 MB

5 - Clustering/27 -DEMO Agglomerative Clustering in Python.vtt

8.07 KB

5 - Clustering/28 -Cluster Maps in Python.mp4

16.19 MB

5 - Clustering/28 -Cluster Maps in Python.vtt

5.04 KB

5 - Clustering/29 -DEMO Cluster Maps in Python.mp4

92.49 MB

5 - Clustering/29 -DEMO Cluster Maps in Python.vtt

15.56 KB

5 - Clustering/3 -K-Means Clustering.mp4

28.57 MB

5 - Clustering/3 -K-Means Clustering.vtt

9.95 KB

5 - Clustering/30 -ASSIGNMENT Hierarchical Clustering.mp4

8.88 MB

5 - Clustering/30 -ASSIGNMENT Hierarchical Clustering.vtt

2.17 KB

5 - Clustering/31 -SOLUTION Hierarchical Clustering.mp4

53.87 MB

5 - Clustering/31 -SOLUTION Hierarchical Clustering.vtt

9.61 KB

5 - Clustering/32 -DBSCAN.mp4

41.56 MB

5 - Clustering/32 -DBSCAN.vtt

13.2 KB

5 - Clustering/33 -DBSCAN in Python.mp4

23.42 MB

5 - Clustering/33 -DBSCAN in Python.vtt

6.73 KB

5 - Clustering/34 -Silhouette Score.mp4

27.53 MB

5 - Clustering/34 -Silhouette Score.vtt

9.51 KB

5 - Clustering/35 -Silhouette Score in Python.mp4

9.18 MB

5 - Clustering/35 -Silhouette Score in Python.vtt

2.94 KB

5 - Clustering/36 -DEMO DBSCAN and Silhouette Score in Python.mp4

140.94 MB

5 - Clustering/36 -DEMO DBSCAN and Silhouette Score in Python.vtt

24.88 KB

5 - Clustering/37 -ASSIGNMENT DBSCAN.mp4

5.94 MB

5 - Clustering/37 -ASSIGNMENT DBSCAN.vtt

1.62 KB

5 - Clustering/38 -SOLUTION DBSCAN.mp4

37.39 MB

5 - Clustering/38 -SOLUTION DBSCAN.vtt

5.74 KB

5 - Clustering/39 -Comparing Clustering Algorithms.mp4

46.11 MB

5 - Clustering/39 -Comparing Clustering Algorithms.vtt

12.35 KB

5 - Clustering/4 -K-Means Clustering in Python.mp4

39.17 MB

5 - Clustering/4 -K-Means Clustering in Python.vtt

11.37 KB

5 - Clustering/40 -Clustering Next Steps.mp4

21.49 MB

5 - Clustering/40 -Clustering Next Steps.vtt

5.69 KB

5 - Clustering/41 -DEMO Compare Clustering Models.mp4

25.25 MB

5 - Clustering/41 -DEMO Compare Clustering Models.vtt

7.29 KB

5 - Clustering/42 -DEMO Label Unseen Data.mp4

104.51 MB

5 - Clustering/42 -DEMO Label Unseen Data.vtt

19.34 KB

5 - Clustering/43 -Key Takeaways.mp4

10.71 MB

5 - Clustering/43 -Key Takeaways.vtt

3.44 KB

5 - Clustering/5 -DEMO K-Means Clustering in Python.mp4

47.33 MB

5 - Clustering/5 -DEMO K-Means Clustering in Python.vtt

13.74 KB

5 - Clustering/6 -Visualizing K-Means Clustering.mp4

56.6 MB

5 - Clustering/6 -Visualizing K-Means Clustering.vtt

10.2 KB

5 - Clustering/7 -Interpreting K-Means Clustering.mp4

33.86 MB

5 - Clustering/7 -Interpreting K-Means Clustering.vtt

10.96 KB

5 - Clustering/8 -Visualizing Cluster Centers.mp4

48.06 MB

5 - Clustering/8 -Visualizing Cluster Centers.vtt

12.69 KB

5 - Clustering/9 -ASSIGNMENT K-Means Clustering.mp4

7.4 MB

5 - Clustering/9 -ASSIGNMENT K-Means Clustering.vtt

2.14 KB

6 - PROJECT Clustering Clients/1 -Project Overview.mp4

12.9 MB

6 - PROJECT Clustering Clients/1 -Project Overview.vtt

3.17 KB

6 - PROJECT Clustering Clients/2 -SOLUTION Data Prep.mp4

30.05 MB

6 - PROJECT Clustering Clients/2 -SOLUTION Data Prep.vtt

6.13 KB

6 - PROJECT Clustering Clients/3 -SOLUTION K-Means Clustering.mp4

112.82 MB

6 - PROJECT Clustering Clients/3 -SOLUTION K-Means Clustering.vtt

22.92 KB

6 - PROJECT Clustering Clients/4 -SOLUTION Hierarchical Clustering.mp4

131.11 MB

6 - PROJECT Clustering Clients/4 -SOLUTION Hierarchical Clustering.vtt

21.5 KB

6 - PROJECT Clustering Clients/5 -SOLUTION DBSCAN.mp4

42.34 MB

6 - PROJECT Clustering Clients/5 -SOLUTION DBSCAN.vtt

6.73 KB

6 - PROJECT Clustering Clients/6 -SOLUTION Compare, Recommend and Predict.mp4

68.44 MB

6 - PROJECT Clustering Clients/6 -SOLUTION Compare, Recommend and Predict.vtt

11.92 KB

7 - Anomaly Detection/1 -Section Introduction.mp4

4.01 MB

7 - Anomaly Detection/1 -Section Introduction.vtt

1.22 KB

7 - Anomaly Detection/10 -SOLUTION Isolation Forests.mp4

90.93 MB

7 - Anomaly Detection/10 -SOLUTION Isolation Forests.vtt

12.88 KB

7 - Anomaly Detection/11 -DBSCAN for Anomaly Detection.mp4

5.88 MB

7 - Anomaly Detection/11 -DBSCAN for Anomaly Detection.vtt

2.01 KB

7 - Anomaly Detection/12 -DBSCAN for Anomaly Detection in Python.mp4

52.94 MB

7 - Anomaly Detection/12 -DBSCAN for Anomaly Detection in Python.vtt

10.99 KB

7 - Anomaly Detection/13 -Visualizing DBSCAN Anomalies.mp4

34.56 MB

7 - Anomaly Detection/13 -Visualizing DBSCAN Anomalies.vtt

7.12 KB

7 - Anomaly Detection/14 -ASSIGNMENT DBSCAN for Anomaly Detection.mp4

4.18 MB

7 - Anomaly Detection/14 -ASSIGNMENT DBSCAN for Anomaly Detection.vtt

1.11 KB

7 - Anomaly Detection/15 -SOLUTION DBSCAN for Anomaly Detection.mp4

52.55 MB

7 - Anomaly Detection/15 -SOLUTION DBSCAN for Anomaly Detection.vtt

8.59 KB

7 - Anomaly Detection/16 -Comparing Anomaly Detection Algorithms.mp4

17.35 MB

7 - Anomaly Detection/16 -Comparing Anomaly Detection Algorithms.vtt

5.47 KB

7 - Anomaly Detection/17 -RECAP Clustering and Anomaly Detection.mp4

10.29 MB

7 - Anomaly Detection/17 -RECAP Clustering and Anomaly Detection.vtt

2.97 KB

7 - Anomaly Detection/18 -Key Takeaways.mp4

10.27 MB

7 - Anomaly Detection/18 -Key Takeaways.vtt

3.11 KB

7 - Anomaly Detection/2 -Anomaly Detection Basics.mp4

13.54 MB

7 - Anomaly Detection/2 -Anomaly Detection Basics.vtt

3.59 KB

7 - Anomaly Detection/3 -Anomaly Detection Approaches.mp4

32.45 MB

7 - Anomaly Detection/3 -Anomaly Detection Approaches.vtt

9.73 KB

7 - Anomaly Detection/4 -Anomaly Detection Workflow.mp4

11.22 MB

7 - Anomaly Detection/4 -Anomaly Detection Workflow.vtt

3.41 KB

7 - Anomaly Detection/5 -Isolation Forests.mp4

48.16 MB

7 - Anomaly Detection/5 -Isolation Forests.vtt

13.53 KB

7 - Anomaly Detection/6 -Isolation Forests in Python.mp4

40.46 MB

7 - Anomaly Detection/6 -Isolation Forests in Python.vtt

10.8 KB

7 - Anomaly Detection/7 -Visualizing Anomalies.mp4

47.56 MB

7 - Anomaly Detection/7 -Visualizing Anomalies.vtt

9.56 KB

7 - Anomaly Detection/8 -Tuning and Interpreting Isolation Forests.mp4

52.81 MB

7 - Anomaly Detection/8 -Tuning and Interpreting Isolation Forests.vtt

10.86 KB

7 - Anomaly Detection/9 -ASSIGNMENT Isolation Forests.mp4

7.43 MB

7 - Anomaly Detection/9 -ASSIGNMENT Isolation Forests.vtt

1.87 KB

8 - Dimensionality Reduction/1 -Section Introduction.mp4

5.16 MB

8 - Dimensionality Reduction/1 -Section Introduction.vtt

2.13 KB

8 - Dimensionality Reduction/10 -SOLUTION Principal Component Analysis.mp4

20.96 MB

8 - Dimensionality Reduction/10 -SOLUTION Principal Component Analysis.vtt

3.56 KB

8 - Dimensionality Reduction/11 -Interpreting PCA.mp4

29.93 MB

8 - Dimensionality Reduction/11 -Interpreting PCA.vtt

8.72 KB

8 - Dimensionality Reduction/12 -DEMO Interpreting PCA.mp4

82.53 MB

8 - Dimensionality Reduction/12 -DEMO Interpreting PCA.vtt

17.17 KB

8 - Dimensionality Reduction/13 -ASSIGNMENT Interpreting PCA.mp4

5.16 MB

8 - Dimensionality Reduction/13 -ASSIGNMENT Interpreting PCA.vtt

1.36 KB

8 - Dimensionality Reduction/14 -SOLUTION Interpreting PCA.mp4

56.51 MB

8 - Dimensionality Reduction/14 -SOLUTION Interpreting PCA.vtt

9.67 KB

8 - Dimensionality Reduction/15 -Feature Selection vs Feature Extraction.mp4

21.98 MB

8 - Dimensionality Reduction/15 -Feature Selection vs Feature Extraction.vtt

5.78 KB

8 - Dimensionality Reduction/16 -PCA Next Steps.mp4

20.61 MB

8 - Dimensionality Reduction/16 -PCA Next Steps.vtt

7.06 KB

8 - Dimensionality Reduction/17 -T-SNE.mp4

75.16 MB

8 - Dimensionality Reduction/17 -T-SNE.vtt

25.3 KB

8 - Dimensionality Reduction/18 -T-SNE in Python.mp4

56.16 MB

8 - Dimensionality Reduction/18 -T-SNE in Python.vtt

13.26 KB

8 - Dimensionality Reduction/19 -ASSIGNMENT T-SNE.mp4

2.14 MB

8 - Dimensionality Reduction/19 -ASSIGNMENT T-SNE.vtt

785 B

8 - Dimensionality Reduction/2 -Dimensionality Reduction Basics.mp4

17.32 MB

8 - Dimensionality Reduction/2 -Dimensionality Reduction Basics.vtt

4.86 KB

8 - Dimensionality Reduction/20 -SOLUTION T-SNE.mp4

20.87 MB

8 - Dimensionality Reduction/20 -SOLUTION T-SNE.vtt

3.2 KB

8 - Dimensionality Reduction/21 -PCA vs t-SNE.mp4

13.54 MB

8 - Dimensionality Reduction/21 -PCA vs t-SNE.vtt

5.25 KB

8 - Dimensionality Reduction/22 -DEMO Dimensionality Reduction and Clustering.mp4

61.43 MB

8 - Dimensionality Reduction/22 -DEMO Dimensionality Reduction and Clustering.vtt

12.53 KB

8 - Dimensionality Reduction/23 -ASSIGNMENT T-SNE & K-Means Clustering.mp4

2.39 MB

8 - Dimensionality Reduction/23 -ASSIGNMENT T-SNE & K-Means Clustering.vtt

743 B

8 - Dimensionality Reduction/24 -SOLUTION T-SNE & K-Means Clustering.mp4

30.83 MB

8 - Dimensionality Reduction/24 -SOLUTION T-SNE & K-Means Clustering.vtt

6.18 KB

8 - Dimensionality Reduction/25 -Key Takeaways.mp4

13.05 MB

8 - Dimensionality Reduction/25 -Key Takeaways.vtt

4.02 KB

8 - Dimensionality Reduction/3 -Why Reduce Dimensions.mp4

43.26 MB

8 - Dimensionality Reduction/3 -Why Reduce Dimensions.vtt

12.94 KB

8 - Dimensionality Reduction/4 -Dimensionality Reduction Workflow.mp4

15.46 MB

8 - Dimensionality Reduction/4 -Dimensionality Reduction Workflow.vtt

4.93 KB

8 - Dimensionality Reduction/5 -Principal Component Analysis.mp4

64.25 MB

8 - Dimensionality Reduction/5 -Principal Component Analysis.vtt

21.76 KB

8 - Dimensionality Reduction/6 -Principal Component Analysis in Python.mp4

22.31 MB

8 - Dimensionality Reduction/6 -Principal Component Analysis in Python.vtt

6.83 KB

8 - Dimensionality Reduction/7 -Explained Variance Ratio.mp4

18.86 MB

8 - Dimensionality Reduction/7 -Explained Variance Ratio.vtt

5.16 KB

8 - Dimensionality Reduction/8 -DEMO PCA and Explained Variance Ratio in Python.mp4

35.75 MB

8 - Dimensionality Reduction/8 -DEMO PCA and Explained Variance Ratio in Python.vtt

9.51 KB

8 - Dimensionality Reduction/9 -ASSIGNMENT Principal Component Analysis.mp4

5 MB

8 - Dimensionality Reduction/9 -ASSIGNMENT Principal Component Analysis.vtt

1.3 KB

9 - Recommenders/1 -Section Introduction.mp4

6.34 MB

9 - Recommenders/1 -Section Introduction.vtt

2.11 KB

9 - Recommenders/10 -User-Item Matrix.mp4

41.95 MB

9 - Recommenders/10 -User-Item Matrix.vtt

9.73 KB

9 - Recommenders/11 -ASSIGNMENT User-Item Matrix.mp4

3.84 MB

9 - Recommenders/11 -ASSIGNMENT User-Item Matrix.vtt

1.05 KB

9 - Recommenders/12 -SOLUTION User-Item Matrix.mp4

36.03 MB

9 - Recommenders/12 -SOLUTION User-Item Matrix.vtt

5.44 KB

9 - Recommenders/13 -Singular Value Decomposition.mp4

50.13 MB

9 - Recommenders/13 -Singular Value Decomposition.vtt

11.92 KB

9 - Recommenders/14 -Singular Value Decomposition in Python.mp4

68.36 MB

9 - Recommenders/14 -Singular Value Decomposition in Python.vtt

16.36 KB

9 - Recommenders/15 -ASSIGNMENT Singular Value Decomposition.mp4

3.92 MB

9 - Recommenders/15 -ASSIGNMENT Singular Value Decomposition.vtt

1 KB

9 - Recommenders/16 -SOLUTION Singular Value Decomposition.mp4

27.84 MB

9 - Recommenders/16 -SOLUTION Singular Value Decomposition.vtt

4.8 KB

9 - Recommenders/17 -Choosing the Number of Components.mp4

20.65 MB

9 - Recommenders/17 -Choosing the Number of Components.vtt

6.33 KB

9 - Recommenders/18 -DEMO Choosing the Number of Components.mp4

69.5 MB

9 - Recommenders/18 -DEMO Choosing the Number of Components.vtt

15.67 KB

9 - Recommenders/19 -ASSIGNMENT Choosing the Number of Components.mp4

4.79 MB

9 - Recommenders/19 -ASSIGNMENT Choosing the Number of Components.vtt

1.21 KB

9 - Recommenders/2 -Recommenders Basics.mp4

24.43 MB

9 - Recommenders/2 -Recommenders Basics.vtt

7.15 KB

9 - Recommenders/20 -SOLUTION Choosing the Number of Components.mp4

63.22 MB

9 - Recommenders/20 -SOLUTION Choosing the Number of Components.vtt

8.83 KB

9 - Recommenders/21 -Making a Collaborative Filtering Recommendation.mp4

43.59 MB

9 - Recommenders/21 -Making a Collaborative Filtering Recommendation.vtt

10.95 KB

9 - Recommenders/22 -DEMO Making a Collaborative Filtering Recommendation.mp4

56.84 MB

9 - Recommenders/22 -DEMO Making a Collaborative Filtering Recommendation.vtt

14.58 KB

9 - Recommenders/23 -ASSIGNMENT Collaborative Filtering.mp4

7 MB

9 - Recommenders/23 -ASSIGNMENT Collaborative Filtering.vtt

1.7 KB

9 - Recommenders/24 -SOLUTION Collaborative Filtering.mp4

91.42 MB

9 - Recommenders/24 -SOLUTION Collaborative Filtering.vtt

14.24 KB

9 - Recommenders/25 -Recommender Next Steps.mp4

36.5 MB

9 - Recommenders/25 -Recommender Next Steps.vtt

9.63 KB

9 - Recommenders/26 -DEMO Hybrid Approach.mp4

25.2 MB

9 - Recommenders/26 -DEMO Hybrid Approach.vtt

6.61 KB

9 - Recommenders/27 -Key Takeaways.mp4

15.55 MB

9 - Recommenders/27 -Key Takeaways.vtt

3.52 KB

9 - Recommenders/3 -Content-Based Filtering.mp4

9.67 MB

9 - Recommenders/3 -Content-Based Filtering.vtt

2.86 KB

9 - Recommenders/4 -Cosine Similarity.mp4

30.98 MB

9 - Recommenders/4 -Cosine Similarity.vtt

10.17 KB

9 - Recommenders/5 -Cosine Similarity in Python.mp4

89.49 MB

9 - Recommenders/5 -Cosine Similarity in Python.vtt

19.06 KB

9 - Recommenders/6 -Making a Content Based Filtering Recommendation.mp4

48.64 MB

9 - Recommenders/6 -Making a Content Based Filtering Recommendation.vtt

11.2 KB

9 - Recommenders/7 -ASSIGNMENT Content-Based Filtering.mp4

5.93 MB

9 - Recommenders/7 -ASSIGNMENT Content-Based Filtering.vtt

1.35 KB

9 - Recommenders/8 -SOLUTION Content-Based Filtering.mp4

69.58 MB

9 - Recommenders/8 -SOLUTION Content-Based Filtering.vtt

10.44 KB

9 - Recommenders/9 -Collaborative Filtering.mp4

18.55 MB

9 - Recommenders/9 -Collaborative Filtering.vtt

5.59 KB

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