Download Udemy - Data Science Project Planning Torrent

Torrent Contents Size: 1.38 GB

Udemy - Data Science Project Planning

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TutsNode.com.txt

TXT

63 B

[TGx]Downloaded from torrentgalaxy.to .txt

TXT

585 B

[TutsNode.com] - Data Science Project Planning

1. Introduction

1. Course Preview.mp4	MP4	68.7 MB
1. Course Preview.srt	SRT	3.92 KB
2. Welcome.mp4	MP4	20.59 MB
2. Welcome.srt	SRT	1.34 KB
3. Context.mp4	MP4	22.85 MB
3. Context.srt	SRT	4.13 KB
4. Data Science Project - Challenges.mp4	MP4	9.07 MB
4. Data Science Project - Challenges.srt	SRT	2.31 KB
5. Data Science Project Planning - An Overview.mp4	MP4	12.04 MB
5. Data Science Project Planning - An Overview.srt	SRT	2.92 KB
6. Introduction.html	HTML	140 B

2. Business Problem Definition

1. Introduction.mp4	MP4	15.99 MB
1. Introduction.srt	SRT	1.04 KB
2. Business Problem Definition - An Overview.mp4	MP4	14.49 MB
2. Business Problem Definition - An Overview.srt	SRT	4.63 KB
3. Understanding the Business Problem.mp4	MP4	20.05 MB
3. Understanding the Business Problem.srt	SRT	6.55 KB
4. Stakeholder Analysis - I.mp4	MP4	22.31 MB
4. Stakeholder Analysis - I.srt	SRT	6.61 KB
4.1 Questions for Stakeholders – A Cheat Sheet.pdf	PDF	95.67 KB
5. Stakeholder Analysis - II.mp4	MP4	35.3 MB
5. Stakeholder Analysis - II.srt	SRT	10.42 KB
6. Review of Previous Work.mp4	MP4	9 MB
6. Review of Previous Work.srt	SRT	2.65 KB
7. Framing the Business Problem.mp4	MP4	30.2 MB
7. Framing the Business Problem.srt	SRT	8.95 KB
7.1 Business Problem Statement - Examples.pdf	PDF	108.22 KB
8. Review Questions.html	HTML	144 B

3. Data Science Problem Formulation

1. Introduction.mp4	MP4	33.32 MB
1. Introduction.srt	SRT	2.07 KB
10. Summary of Data Science Problem Types.mp4	MP4	10.51 MB
10. Summary of Data Science Problem Types.srt	SRT	2.43 KB
10.1 Data Science Problem Types - A Visual Recap.pdf	PDF	243.6 KB
10.2 Data Science Problem Types – Summary.pdf	PDF	107.35 KB
11. Setting Project Goals.mp4	MP4	19.47 MB
11. Setting Project Goals.srt	SRT	5.88 KB
12. Specifying Project Success Criteria – An Overview.mp4	MP4	26.18 MB
12. Specifying Project Success Criteria – An Overview.srt	SRT	7.25 KB
13. Review Questions.html	HTML	144 B
14. Evaluation Metrics for Classification Models.mp4	MP4	40.72 MB
14. Evaluation Metrics for Classification Models.srt	SRT	10.48 KB
14.1 Calculation of Accuracy, Precision, Recall & F1 Score.pdf	PDF	286.53 KB
15. Evaluation Metrics for Anomaly Detection Models.mp4	MP4	49.55 MB
15. Evaluation Metrics for Anomaly Detection Models.srt	SRT	12.23 KB
15.1 Accuracy Paradox.pdf	PDF	224.12 KB
16. Evaluation Metrics for Regression Models.mp4	MP4	21.89 MB
16. Evaluation Metrics for Regression Models.srt	SRT	4.96 KB
16.1 Calculation of RMSE and R-Squared.pdf	PDF	416.63 KB
17. Evaluation Metrics for Clustering Models - I Internal Evaluation.mp4	MP4	49.38 MB
17. Evaluation Metrics for Clustering Models - I Internal Evaluation.srt	SRT	12.3 KB
17.1 Data Transformation - Encoding & Dummy Variables.pdf	PDF	212.69 KB
17.2 Silhouette Coefficient Calculation.pdf	PDF	527.37 KB
17.3 Dunn Index Calculation.pdf	PDF	273.88 KB
18. Evaluation Metrics for Clustering Models - II External Evaluation.mp4	MP4	14.88 MB
18. Evaluation Metrics for Clustering Models - II External Evaluation.srt	SRT	4.51 KB
18.1 Calculation of Rand Index and Jaccard Index.pdf	PDF	244.3 KB
19. Evaluation Metrics for Association Models.mp4	MP4	18.28 MB
19. Evaluation Metrics for Association Models.srt	SRT	5.46 KB
19.1 Calculation of Support, Calculation and Lift.pdf	PDF	260.57 KB
2. Data Science Project Lifecyle - An Overview of CRISP-DM.mp4	MP4	40.1 MB
2. Data Science Project Lifecyle - An Overview of CRISP-DM.srt	SRT	9.92 KB
20. Evaluation Metrics for Recommendation Models - I.mp4	MP4	40.32 MB
20. Evaluation Metrics for Recommendation Models - I.srt	SRT	10.68 KB
20.1 Calculation of MAE and RMSE.pdf	PDF	342.74 KB
20.2 Mean Average Precision (MAP) Calculation.pdf	PDF	187.16 KB
21. Evaluation Metrics for Recommendation - II.mp4	MP4	28.86 MB
21. Evaluation Metrics for Recommendation - II.srt	SRT	8.79 KB
21.1 Intra-List Similarity Calculation.pdf	PDF	240.26 KB
22. Review Questions.html	HTML	144 B
23. Model Deployment Criteria and Metrics.mp4	MP4	12.59 MB
23. Model Deployment Criteria and Metrics.srt	SRT	4.82 KB
24. Model Monitoring Metrics.mp4	MP4	26.85 MB
24. Model Monitoring Metrics.srt	SRT	7.81 KB
24.1 Population Stability Index Calculation.pdf	PDF	199.51 KB
25. Data Flow Pipeline Metrics.mp4	MP4	24.6 MB
25. Data Flow Pipeline Metrics.srt	SRT	9.04 KB
26. Documentation Criteria.mp4	MP4	57.34 MB
26. Documentation Criteria.srt	SRT	17.9 KB
27. Review Questions.html	HTML	144 B
3. Data Science Problem Formulation – An Overview.mp4	MP4	8 MB
3. Data Science Problem Formulation – An Overview.srt	SRT	2.99 KB
4. Data Science Problem Type - Classification.mp4	MP4	42.46 MB
4. Data Science Problem Type - Classification.srt	SRT	9.75 KB
5. Data Science Problem Type - Regression.mp4	MP4	19.53 MB
5. Data Science Problem Type - Regression.srt	SRT	4.88 KB
6. Data Science Problem Type - Clustering.mp4	MP4	23.8 MB
6. Data Science Problem Type - Clustering.srt	SRT	5.45 KB
7. Data Science Problem Type - Anomaly Detection.mp4	MP4	13.07 MB
7. Data Science Problem Type - Anomaly Detection.srt	SRT	3.1 KB
8. Data Science Problem Type - Association.mp4	MP4	14.39 MB
8. Data Science Problem Type - Association.srt	SRT	3.01 KB
9. Data Science Problem Type - Recommendation.mp4	MP4	16.43 MB
9. Data Science Problem Type - Recommendation.srt	SRT	3.74 KB

4. Situation Assessment

1. Introduction.mp4	MP4	15.03 MB
1. Introduction.srt	SRT	960 B
10. Review Questions.html	HTML	144 B
2. Situation Assessment - An Overview.mp4	MP4	11.71 MB
2. Situation Assessment - An Overview.srt	SRT	4.17 KB
3. Team Composition.mp4	MP4	25.75 MB
3. Team Composition.srt	SRT	7.48 KB
4. Resource Assessment.mp4	MP4	29.13 MB
4. Resource Assessment.srt	SRT	10.14 KB
5. Project Requirements, Assumptions & Constraints.mp4	MP4	20.83 MB
5. Project Requirements, Assumptions & Constraints.srt	SRT	7.51 KB
6. Review Questions.html	HTML	144 B
7. Risk Assessment.mp4	MP4	40.7 MB
7. Risk Assessment.srt	SRT	14.86 KB
8. Terminology.mp4	MP4	12.02 MB
8. Terminology.srt	SRT	2.69 KB
9. Costs and Benefits.mp4	MP4	12.81 MB
9. Costs and Benefits.srt	SRT	4.2 KB

5. Project Scheduling

1. Introduction.mp4	MP4	19.13 MB
1. Introduction.srt	SRT	1.11 KB
2. Scheduling - I.mp4	MP4	39.58 MB
2. Scheduling - I.srt	SRT	9.23 KB
2.1 Data Science Project Lifecycle - Phases, Activities & Deliverables.pdf	PDF	144.15 KB
3. Scheduling - II.mp4	MP4	47.09 MB
3. Scheduling - II.srt	SRT	17.49 KB
4. Review Questions.html	HTML	144 B

6. Emerging Methods

1. Introduction.mp4	MP4	13.93 MB
1. Introduction.srt	SRT	809 B
2. Emerging Methods for Executing Data Science Projects.mp4	MP4	13.18 MB
2. Emerging Methods for Executing Data Science Projects.srt	SRT	5.29 KB
3. Microsoft Team Data Science Process (TDSP).mp4	MP4	36.87 MB
3. Microsoft Team Data Science Process (TDSP).srt	SRT	10.08 KB
4. Agile Data Science 2.0.mp4	MP4	50.83 MB
4. Agile Data Science 2.0.srt	SRT	14.47 KB
5. Review Questions.html	HTML	144 B

7. Conclusion

1. Introduction.mp4	MP4	9.97 MB
1. Introduction.srt	SRT	574 B
2. Recap of Key Points.mp4	MP4	27.39 MB
2. Recap of Key Points.srt	SRT	9.33 KB
3. Project Plan Review - Checkpoints.mp4	MP4	12.29 MB
3. Project Plan Review - Checkpoints.srt	SRT	3.72 KB
3.1 Project Plan Review Checkpoints.pdf	PDF	122.93 KB
4. Preparing a Project Plan.html	HTML	144 B
5. Closing Remarks.mp4	MP4	13.9 MB
5. Closing Remarks.srt	SRT	4.36 KB
6. Congratulations and Thanks.mp4	MP4	13.72 MB
6. Congratulations and Thanks.srt	SRT	864 B

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Udemy - Data Science Project Planning

Torrent Contents Size: 1.38 GB

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