Freecourse pro Data Science in Python Unsupervised Learning 2024 | CEA378086AA493974FD6CD60F6503A4B296EB0A8

Freecourse pro Data Science in Python Unsupervised Learning 2024

Name	[freecourse.pro]-Data Science in Python Unsupervised Learning (2024-5)	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	5.2 GB
Total Files	189
Last Seen	2025-05-21 00:02
Hash	CEA378086AA493974FD6CD60F6503A4B296EB0A8

/5. Clustering/
36. DEMO DBSCAN and Silhouette Score in Python.mp4	147.8 MB
1. Section Introduction.mp4	5.9 MB
2. Clustering Basics.mp4	19.6 MB
3. K-Means Clustering.mp4	30.0 MB
4. K-Means Clustering in Python.mp4	41.1 MB
5. DEMO K-Means Clustering in Python.mp4	49.6 MB
6. Visualizing K-Means Clustering.mp4	59.4 MB
7. Interpreting K-Means Clustering.mp4	35.5 MB
8. Visualizing Cluster Centers.mp4	50.4 MB
9. ASSIGNMENT K-Means Clustering.mp4	7.8 MB
10. SOLUTION K-Means Clustering.mp4	46.6 MB
11. Inertia.mp4	24.9 MB
12. Plotting Inertia in Python.mp4	16.6 MB
13. DEMO Plotting Inertia in Python.mp4	61.5 MB
14. ASSIGNMENT Inertia Plot.mp4	6.1 MB
15. SOLUTION Inertia Plot.mp4	44.4 MB
16. Tuning a K-Means Model.mp4	25.2 MB
17. DEMO Tuning a K-Means Model.mp4	52.2 MB
18. ASSIGNMENT Tuning a K-Means Model.mp4	6.1 MB
19. SOLUTION Tuning a K-Means Model.mp4	82.4 MB
20. Selecting the Best Model.mp4	37.7 MB
21. DEMO Selecting the Best Model.mp4	85.0 MB
22. ASSIGNMENT Selecting the Best K-Means Model.mp4	8.2 MB
23. SOLUTION Selecting the Best K-Means Model.mp4	117.4 MB
24. Hierarchical Clustering.mp4	56.8 MB
25. Dendrograms in Python.mp4	79.1 MB
26. Agglomerative Clustering in Python.mp4	23.6 MB
27. DEMO Agglomerative Clustering in Python.mp4	41.6 MB
28. Cluster Maps in Python.mp4	17.0 MB
29. DEMO Cluster Maps in Python.mp4	97.0 MB
30. ASSIGNMENT Hierarchical Clustering.mp4	9.3 MB
31. SOLUTION Hierarchical Clustering.mp4	56.5 MB
32. DBSCAN.mp4	43.6 MB
33. DBSCAN in Python.mp4	24.6 MB
34. Silhouette Score.mp4	28.9 MB
35. Silhouette Score in Python.mp4	9.6 MB
37. ASSIGNMENT DBSCAN.mp4	6.2 MB
38. SOLUTION DBSCAN.mp4	39.2 MB
39. Comparing Clustering Algorithms.mp4	48.4 MB
40. Clustering Next Steps.mp4	22.5 MB
41. DEMO Compare Clustering Models.mp4	26.5 MB
42. DEMO Label Unseen Data.mp4	109.6 MB
43. Key Takeaways.mp4	11.2 MB
44. Clustering.html	0.2 KB
/
Premium Free Courses Download Here.url	0.1 KB
Listen Me First.mp3	53.1 KB
/Udemy - Data Science in Python Unsupervised Learning (2024-5)/
Listen Me First.mp3	53.1 KB
Premium Free Courses Download Here.url	0.1 KB
/1. Getting Started/
1. Course Introduction.mp4	50.4 MB
2. About This Series.mp4	4.6 MB
3. Course Structure & Outline.mp4	21.7 MB
4. READ ME Important Notes for New Students.html	4.9 KB
5. DOWNLOAD Course Resources.html	0.6 KB
5.1 Data Science in Python - Unsupervised Learning.pdf	25.0 MB
5.2 Data Science in Python - Unsupervised Learning.zip	13.6 MB
6. Introducing the Course Project.mp4	6.2 MB
7. Setting Expectations.mp4	10.5 MB
8. Jupyter Installation & Launch.mp4	39.8 MB
Listen Me First.mp3	53.1 KB
Premium Free Courses Download Here.url	0.1 KB
/.../2. Intro to Data Science/
1. Section Introduction.mp4	5.1 MB
2. What is Data Science.mp4	4.9 MB
3. Data Science Skill Set.mp4	9.8 MB
4. What is Machine Learning.mp4	10.0 MB
5. Common Machine Learning Algorithms.mp4	17.3 MB
6. Data Science Workflow.mp4	5.9 MB
7. Step 1 Scoping a Project.mp4	7.2 MB
8. Step 2 Gathering Data.mp4	5.9 MB
9. Step 3 Cleaning Data.mp4	8.0 MB
10. Step 4 Exploring Data.mp4	6.7 MB
11. Step 5 Modeling Data.mp4	8.6 MB
12. Step 6 Sharing Insights.mp4	7.8 MB
13. Unsupervised Learning.mp4	4.8 MB
14. Key Takeaways.mp4	10.4 MB
15. Intro to Data Science.html	0.2 KB
/.../3. Unsupervised Learning 101/
1. Section Introduction.mp4	3.6 MB
2. Unsupervised Learning 101.mp4	22.4 MB
3. Unsupervised Learning Techniques.mp4	19.0 MB
4. Unsupervised Learning Applications.mp4	10.9 MB
5. Structure of This Course.mp4	7.8 MB
6. Unsupervised Learning Workflow.mp4	27.5 MB
7. Key Takeaways.mp4	10.9 MB
8. Unsupervised Learning 101.html	0.2 KB
/.../4. Pre-Modeling Data Prep/
1. Section Introduction.mp4	6.7 MB
2. Data Prep for Unsupervised Learning.mp4	11.9 MB
3. Setting the Correct Row Granularity.mp4	33.5 MB
4. DEMO Group By.mp4	32.2 MB
5. DEMO Pivot.mp4	22.5 MB
6. ASSIGNMENT Setting the Correct Row Granularity.mp4	13.3 MB
7. SOLUTION Setting the Correct Row Granularity.mp4	33.9 MB
8. Preparing Columns for Modeling.mp4	10.7 MB
9. Identifying Missing Data.mp4	38.4 MB
10. Handling Missing Data.mp4	53.0 MB
11. Converting to Numeric.mp4	48.0 MB
12. Converting to DateTime.mp4	49.6 MB
13. Extracting DateTime.mp4	33.5 MB
14. Calculating Based on a Condition.mp4	22.1 MB
15. Dummy Variables.mp4	31.4 MB
16. ASSIGNMENT Preparing Columns for Modeling.mp4	5.1 MB
17. SOLUTION Preparing Columns for Modeling.mp4	17.7 MB
18. Feature Engineering.mp4	16.9 MB
19. Feature Engineering During Data Prep.mp4	12.0 MB
20. Applying Calculations.mp4	28.9 MB
21. Binning Values.mp4	19.9 MB
22. Identifying Proxy Variables.mp4	32.1 MB
23. Feature Engineering Tips.mp4	8.7 MB
24. ASSIGNMENT Feature Engineering.mp4	4.0 MB
25. SOLUTION Feature Engineering.mp4	12.9 MB
26. Excluding Identifiers From Modeling.mp4	13.5 MB
27. Feature Selection.mp4	27.1 MB
28. ASSIGNMENT Feature Selection.mp4	3.8 MB
29. SOLUTION Feature Selection.mp4	19.2 MB
30. Feature Scaling.mp4	9.7 MB
31. Normalization.mp4	45.8 MB
32. Standardization.mp4	37.2 MB
33. ASSIGNMENT Feature Scaling.mp4	3.6 MB
34. SOLUTION Feature Scaling.mp4	21.8 MB
35. Key Takeaways.mp4	10.6 MB
36. Pre-Modeling Data Prep.html	0.2 KB
Listen Me First.mp3	53.1 KB
Premium Free Courses Download Here.url	0.1 KB
/.../6. PROJECT Clustering Clients/
1. Project Overview.mp4	13.5 MB
2. SOLUTION Data Prep.mp4	31.5 MB
3. SOLUTION K-Means Clustering.mp4	118.3 MB
4. SOLUTION Hierarchical Clustering.mp4	137.5 MB
5. SOLUTION DBSCAN.mp4	44.4 MB
6. SOLUTION Compare, Recommend and Predict.mp4	71.8 MB
/7. Anomaly Detection/
1. Section Introduction.mp4	4.2 MB
2. Anomaly Detection Basics.mp4	14.2 MB
3. Anomaly Detection Approaches.mp4	34.0 MB
4. Anomaly Detection Workflow.mp4	11.8 MB
5. Isolation Forests.mp4	50.5 MB
6. Isolation Forests in Python.mp4	42.4 MB
7. Visualizing Anomalies.mp4	49.9 MB
8. Tuning and Interpreting Isolation Forests.mp4	55.4 MB
9. ASSIGNMENT Isolation Forests.mp4	7.8 MB
10. SOLUTION Isolation Forests.mp4	95.3 MB
11. DBSCAN for Anomaly Detection.mp4	6.2 MB
12. DBSCAN for Anomaly Detection in Python.mp4	55.5 MB
13. Visualizing DBSCAN Anomalies.mp4	36.2 MB
14. ASSIGNMENT DBSCAN for Anomaly Detection.mp4	4.4 MB
15. SOLUTION DBSCAN for Anomaly Detection.mp4	55.1 MB
16. Comparing Anomaly Detection Algorithms.mp4	18.2 MB
17. RECAP Clustering and Anomaly Detection.mp4	10.8 MB
18. Key Takeaways.mp4	10.8 MB
19. Anomaly Detection.html	0.2 KB
/8. Dimensionality Reduction/
1. Section Introduction.mp4	5.4 MB
2. Dimensionality Reduction Basics.mp4	18.2 MB
3. Why Reduce Dimensions.mp4	45.4 MB
4. Dimensionality Reduction Workflow.mp4	16.2 MB
10. SOLUTION Principal Component Analysis.mp4	22.0 MB
11. Interpreting PCA.mp4	31.4 MB
12. DEMO Interpreting PCA.mp4	86.6 MB
13. ASSIGNMENT Interpreting PCA.mp4	5.4 MB
14. SOLUTION Interpreting PCA.mp4	59.3 MB
15. Feature Selection vs Feature Extraction.mp4	23.0 MB
16. PCA Next Steps.mp4	21.6 MB
17. T-SNE.mp4	78.8 MB
18. T-SNE in Python.mp4	58.9 MB
19. ASSIGNMENT T-SNE.mp4	2.2 MB
20. SOLUTION T-SNE.mp4	21.9 MB
21. PCA vs t-SNE.mp4	14.2 MB
22. DEMO Dimensionality Reduction and Clustering.mp4	64.4 MB
23. ASSIGNMENT T-SNE & K-Means Clustering.mp4	2.5 MB
24. SOLUTION T-SNE & K-Means Clustering.mp4	32.3 MB
25. Key Takeaways.mp4	13.7 MB
26. Dimensionality Reduction.html	0.2 KB
/.../10. PROJECT Recommending Restaurants/
1. Project Overview.mp4	12.5 MB
2. SOLUTION Data Prep.mp4	17.9 MB
3. SOLUTION TruncatedSVD.mp4	103.2 MB
4. SOLUTION Cosine Similarity.mp4	42.6 MB
5. SOLUTION Recommendations.mp4	31.7 MB
/.../11. Unsupervised Learning Review/
1. Section Introduction.mp4	5.5 MB
2. Unsupervised Learning Flow Chart.mp4	17.5 MB
3. Unsupervised Learning Techniques & Applications.mp4	27.2 MB
4. Unsupervised Learning in the Data Science Workflow.mp4	18.1 MB
5. Key Takeaways.mp4	15.4 MB
/.../12. Final Project/
1. Final Project Overview.mp4	15.5 MB
2. SOLUTION Data Prep & EDA.mp4	86.0 MB
3. SOLUTION Clustering.mp4	31.8 MB
4. SOLUTION PCA.mp4	31.5 MB
5. SOLUTION Clustering (Round 2).mp4	27.4 MB
6. SOLUTION PCA (Round 2).mp4	40.6 MB
7. SOLUTION EDA on Clusters.mp4	32.2 MB
8. SOLUTION Recommendations.mp4	15.2 MB
Listen Me First.mp3	53.1 KB
Premium Free Courses Download Here.url	0.1 KB
/.../13. Next Steps/
bonus here.url	0.1 KB
Listen Me First.mp3	53.1 KB
Total files 189