Data Science Project Planning | 52A16CADDE8AE080DE65FABE7FF366803C772DE8

Data Science Project Planning

Name	Data Science Project Planning	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	1.5 GB
Total Files	198
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Hash	52A16CADDE8AE080DE65FABE7FF366803C772DE8

/1. Introduction/
1. Course Preview.mp4	72.0 MB

TutsNode.com.txt	0.1 KB
[TGx]Downloaded from torrentgalaxy.to .txt	0.6 KB
/.../3. Data Science Problem Formulation/
14.1 Calculation of Accuracy, Precision, Recall & F1 Score.pdf	293.4 KB
26. Documentation Criteria.srt	18.3 KB
16.1 Calculation of RMSE and R-Squared.pdf	426.6 KB
17. Evaluation Metrics for Clustering Models - I Internal Evaluation.srt	12.6 KB
15. Evaluation Metrics for Anomaly Detection Models.srt	12.5 KB
20. Evaluation Metrics for Recommendation Models - I.srt	10.9 KB
26. Documentation Criteria.mp4	60.1 MB
14. Evaluation Metrics for Classification Models.srt	10.7 KB
24. Model Monitoring Metrics.srt	8.0 KB
2. Data Science Project Lifecyle - An Overview of CRISP-DM.srt	10.2 KB
1. Introduction.srt	2.1 KB
13. Review Questions.html	0.1 KB
15. Evaluation Metrics for Anomaly Detection Models.mp4	52.0 MB
20.1 Calculation of MAE and RMSE.pdf	351.0 KB
11. Setting Project Goals.srt	6.0 KB
22. Review Questions.html	0.1 KB
27. Review Questions.html	0.1 KB
17. Evaluation Metrics for Clustering Models - I Internal Evaluation.mp4	51.8 MB
10.2 Data Science Problem Types – Summary.pdf	109.9 KB
4. Data Science Problem Type - Classification.srt	10.0 KB
7. Data Science Problem Type - Anomaly Detection.srt	3.2 KB
10. Summary of Data Science Problem Types.srt	2.5 KB
17.3 Dunn Index Calculation.pdf	280.5 KB
25. Data Flow Pipeline Metrics.srt	9.3 KB
21. Evaluation Metrics for Recommendation - II.srt	9.0 KB
4. Data Science Problem Type - Classification.mp4	44.5 MB
12. Specifying Project Success Criteria – An Overview.srt	7.4 KB
19. Evaluation Metrics for Association Models.srt	5.6 KB
6. Data Science Problem Type - Clustering.srt	5.6 KB
16. Evaluation Metrics for Regression Models.srt	5.1 KB
14. Evaluation Metrics for Classification Models.mp4	42.7 MB
19.1 Calculation of Support, Calculation and Lift.pdf	266.8 KB
5. Data Science Problem Type - Regression.srt	5.0 KB
23. Model Deployment Criteria and Metrics.srt	4.9 KB
18. Evaluation Metrics for Clustering Models - II External Evaluation.srt	4.6 KB
10.1 Data Science Problem Types - A Visual Recap.pdf	249.4 KB
3. Data Science Problem Formulation – An Overview.srt	3.1 KB
9. Data Science Problem Type - Recommendation.srt	3.8 KB
8. Data Science Problem Type - Association.srt	3.1 KB
20. Evaluation Metrics for Recommendation Models - I.mp4	42.3 MB
2. Data Science Project Lifecyle - An Overview of CRISP-DM.mp4	42.1 MB
18.1 Calculation of Rand Index and Jaccard Index.pdf	250.2 KB
21.1 Intra-List Similarity Calculation.pdf	246.0 KB
20.2 Mean Average Precision (MAP) Calculation.pdf	191.7 KB
24.1 Population Stability Index Calculation.pdf	204.3 KB
1. Introduction.mp4	34.9 MB
17.1 Data Transformation - Encoding & Dummy Variables.pdf	217.8 KB
15.1 Accuracy Paradox.pdf	229.5 KB
21. Evaluation Metrics for Recommendation - II.mp4	30.3 MB
24. Model Monitoring Metrics.mp4	28.1 MB
12. Specifying Project Success Criteria – An Overview.mp4	27.4 MB
25. Data Flow Pipeline Metrics.mp4	25.8 MB
6. Data Science Problem Type - Clustering.mp4	25.0 MB
16. Evaluation Metrics for Regression Models.mp4	23.0 MB
5. Data Science Problem Type - Regression.mp4	20.5 MB
11. Setting Project Goals.mp4	20.4 MB
19. Evaluation Metrics for Association Models.mp4	19.2 MB
9. Data Science Problem Type - Recommendation.mp4	17.2 MB
18. Evaluation Metrics for Clustering Models - II External Evaluation.mp4	15.6 MB
8. Data Science Problem Type - Association.mp4	15.1 MB
7. Data Science Problem Type - Anomaly Detection.mp4	13.7 MB
23. Model Deployment Criteria and Metrics.mp4	13.2 MB
10. Summary of Data Science Problem Types.mp4	11.0 MB
3. Data Science Problem Formulation – An Overview.mp4	8.4 MB
17.2 Silhouette Coefficient Calculation.pdf	540.0 KB
/1. Introduction/
2. Welcome.srt	1.4 KB
4. Data Science Project - Challenges.srt	2.4 KB
5. Data Science Project Planning - An Overview.srt	3.0 KB
6. Introduction.html	0.1 KB
1. Course Preview.srt	4.0 KB
3. Context.srt	4.2 KB
3. Context.mp4	24.0 MB
2. Welcome.mp4	21.6 MB
5. Data Science Project Planning - An Overview.mp4	12.6 MB
4. Data Science Project - Challenges.mp4	9.5 MB
/5. Project Scheduling/
3. Scheduling - II.srt	17.9 KB
2.1 Data Science Project Lifecycle - Phases, Activities & Deliverables.pdf	147.6 KB
3. Scheduling - II.mp4	49.4 MB
2. Scheduling - I.srt	9.5 KB
1. Introduction.srt	1.1 KB
4. Review Questions.html	0.1 KB
2. Scheduling - I.mp4	41.5 MB
1. Introduction.mp4	20.1 MB
/4. Situation Assessment/
7. Risk Assessment.srt	15.2 KB
4. Resource Assessment.srt	10.4 KB
5. Project Requirements, Assumptions & Constraints.srt	7.7 KB
6. Review Questions.html	0.1 KB
10. Review Questions.html	0.1 KB
3. Team Composition.srt	7.7 KB
9. Costs and Benefits.srt	4.3 KB
7. Risk Assessment.mp4	42.7 MB
2. Situation Assessment - An Overview.srt	4.3 KB
8. Terminology.srt	2.8 KB
1. Introduction.srt	1.0 KB
4. Resource Assessment.mp4	30.5 MB
3. Team Composition.mp4	27.0 MB
5. Project Requirements, Assumptions & Constraints.mp4	21.8 MB
1. Introduction.mp4	15.8 MB
9. Costs and Benefits.mp4	13.4 MB
8. Terminology.mp4	12.6 MB
2. Situation Assessment - An Overview.mp4	12.3 MB
/6. Emerging Methods/
4. Agile Data Science 2.0.srt	14.8 KB
4. Agile Data Science 2.0.mp4	53.3 MB
3. Microsoft Team Data Science Process (TDSP).srt	10.3 KB
2. Emerging Methods for Executing Data Science Projects.srt	5.4 KB
1. Introduction.srt	0.8 KB
5. Review Questions.html	0.1 KB
3. Microsoft Team Data Science Process (TDSP).mp4	38.7 MB
1. Introduction.mp4	14.6 MB
2. Emerging Methods for Executing Data Science Projects.mp4	13.8 MB
/.../2. Business Problem Definition/
1. Introduction.srt	1.1 KB
4. Stakeholder Analysis - I.srt	6.8 KB
8. Review Questions.html	0.1 KB
5. Stakeholder Analysis - II.srt	10.7 KB
7.1 Business Problem Statement - Examples.pdf	110.8 KB
4.1 Questions for Stakeholders – A Cheat Sheet.pdf	98.0 KB
7. Framing the Business Problem.srt	9.2 KB
3. Understanding the Business Problem.srt	6.7 KB
2. Business Problem Definition - An Overview.srt	4.7 KB
6. Review of Previous Work.srt	2.7 KB
5. Stakeholder Analysis - II.mp4	37.0 MB
7. Framing the Business Problem.mp4	31.7 MB
4. Stakeholder Analysis - I.mp4	23.4 MB
3. Understanding the Business Problem.mp4	21.0 MB
1. Introduction.mp4	16.8 MB
2. Business Problem Definition - An Overview.mp4	15.2 MB
6. Review of Previous Work.mp4	9.4 MB
.pad/
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10	164.7 KB
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14	183.9 KB
15	93.0 KB
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17	142.1 KB
18	113.9 KB
19	162.0 KB
20	338.5 KB
21	266.6 KB
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52	28.0 KB
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55	523.5 KB
/7. Conclusion/
3.1 Project Plan Review Checkpoints.pdf	125.9 KB
2. Recap of Key Points.srt	9.6 KB
5. Closing Remarks.srt	4.5 KB
3. Project Plan Review - Checkpoints.srt	3.8 KB
6. Congratulations and Thanks.srt	0.9 KB
1. Introduction.srt	0.6 KB
4. Preparing a Project Plan.html	0.1 KB
2. Recap of Key Points.mp4	28.7 MB
5. Closing Remarks.mp4	14.6 MB
6. Congratulations and Thanks.mp4	14.4 MB
3. Project Plan Review - Checkpoints.mp4	12.9 MB
1. Introduction.mp4	10.5 MB
Total files 198