Udemy - Data Science Project Planning

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name:	Udemy - Data Science Project Planning
说明: Description Success of any project depends highly on how well it has been planned. Data science projects are no exception. Large number of data science projects in industrial settings fail to meet the expectations due to lack of proper planning at their inception stage. This course will provide a overview of core planning activities that are critical to the success of any data science project. We will discuss the concepts underlying – Business Problem Definition; Data Science Problem Definition; Situation Assessment; Scheduling Tasks and Deliveries. The concepts learned will help the students in: A) Framing the business problem Getting buy-in from the stakeholders C) Identifying appropriate data science solution that can solve the business problem D) Defining success criteria and metrics to evaluate the key project deliverables viz; models, data flow pipeline and documentation. E) Assessing the prevailing situation impacting the project. For e.g. availability of data and resources; risks; estimated costs and perceived benefits. F) Preparing delivery schedules that enable early and continuously incremental valuable actionable insights to the customers G) Understanding the desired team attributes and communication needs Who this course is for: Managers or Leads who are going to plan their first data science project in a real life business environment Members of a data science team who want to build awareness about crucial planning activities required for making their project successful Senior Executives requiring a bird’s eye view of activities involved in planning a data science project Requirements Willingness to look beyond the technical aspects and learn about the crucial planning activities involved in a data science project. Familiarity with high school level mathematics Last Updated 11/2020
YouTube 视频:
类别:	Tutorials
语言:	English
总大小:	1.38 GB
哈希信息:	52A16CADDE8AE080DE65FABE7FF366803C772DE8
增加:	tutsnode
加入的日期:	2021-01-04 23:23:07
洪流地位:	Torrent Verified

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[TutsNode.com] - Data Science Project Planning/1. Introduction/1. Course Preview.mp4	68.70 MB
[TutsNode.com] - Data Science Project Planning/1. Introduction/1. Course Preview.srt	3.92 kB
[TutsNode.com] - Data Science Project Planning/1. Introduction/2. Welcome.mp4	20.59 MB
[TutsNode.com] - Data Science Project Planning/1. Introduction/2. Welcome.srt	1.34 kB
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[TutsNode.com] - Data Science Project Planning/1. Introduction/4. Data Science Project - Challenges.mp4	9.07 MB
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[TutsNode.com] - Data Science Project Planning/1. Introduction/5. Data Science Project Planning - An Overview.mp4	12.04 MB
[TutsNode.com] - Data Science Project Planning/1. Introduction/5. Data Science Project Planning - An Overview.srt	2.92 kB
[TutsNode.com] - Data Science Project Planning/1. Introduction/6. Introduction.html	140.00 B
[TutsNode.com] - Data Science Project Planning/2. Business Problem Definition/1. Introduction.mp4	15.99 MB
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[TutsNode.com] - Data Science Project Planning/2. Business Problem Definition/2. Business Problem Definition - An Overview.mp4	14.49 MB
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[TutsNode.com] - Data Science Project Planning/2. Business Problem Definition/4.1 Questions for Stakeholders – A Cheat Sheet.pdf	95.67 kB
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[TutsNode.com] - Data Science Project Planning/2. Business Problem Definition/6. Review of Previous Work.srt	2.65 kB
[TutsNode.com] - Data Science Project Planning/2. Business Problem Definition/7. Framing the Business Problem.mp4	30.20 MB
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[TutsNode.com] - Data Science Project Planning/2. Business Problem Definition/7.1 Business Problem Statement - Examples.pdf	108.22 kB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/1. Introduction.mp4	33.32 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/10. Summary of Data Science Problem Types.mp4	10.51 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/10.1 Data Science Problem Types - A Visual Recap.pdf	243.60 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/10.2 Data Science Problem Types – Summary.pdf	107.35 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/11. Setting Project Goals.mp4	19.47 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/14. Evaluation Metrics for Classification Models.mp4	40.72 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/14.1 Calculation of Accuracy, Precision, Recall & F1 Score.pdf	286.53 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/15. Evaluation Metrics for Anomaly Detection Models.mp4	49.55 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/15.1 Accuracy Paradox.pdf	224.12 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/16. Evaluation Metrics for Regression Models.mp4	21.89 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/16.1 Calculation of RMSE and R-Squared.pdf	416.63 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/17. Evaluation Metrics for Clustering Models - I Internal Evaluation.mp4	49.38 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/17.1 Data Transformation - Encoding & Dummy Variables.pdf	212.69 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/17.2 Silhouette Coefficient Calculation.pdf	527.37 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/17.3 Dunn Index Calculation.pdf	273.88 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/18. Evaluation Metrics for Clustering Models - II External Evaluation.mp4	14.88 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/18.1 Calculation of Rand Index and Jaccard Index.pdf	244.30 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/19. Evaluation Metrics for Association Models.mp4	18.28 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/19.1 Calculation of Support, Calculation and Lift.pdf	260.57 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/2. Data Science Project Lifecyle - An Overview of CRISP-DM.mp4	40.10 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/20. Evaluation Metrics for Recommendation Models - I.mp4	40.32 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/20.1 Calculation of MAE and RMSE.pdf	342.74 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/20.2 Mean Average Precision (MAP) Calculation.pdf	187.16 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/21. Evaluation Metrics for Recommendation - II.mp4	28.86 MB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/21. Evaluation Metrics for Recommendation - II.srt	8.79 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/21.1 Intra-List Similarity Calculation.pdf	240.26 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/22. Review Questions.html	144.00 B
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/23. Model Deployment Criteria and Metrics.mp4	12.59 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/24. Model Monitoring Metrics.mp4	26.85 MB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/24. Model Monitoring Metrics.srt	7.81 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/24.1 Population Stability Index Calculation.pdf	199.51 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/25. Data Flow Pipeline Metrics.mp4	24.60 MB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/25. Data Flow Pipeline Metrics.srt	9.04 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/26. Documentation Criteria.mp4	57.34 MB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/26. Documentation Criteria.srt	17.90 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/27. Review Questions.html	144.00 B
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/3. Data Science Problem Formulation – An Overview.mp4	8.00 MB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/3. Data Science Problem Formulation – An Overview.srt	2.99 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/4. Data Science Problem Type - Classification.mp4	42.46 MB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/4. Data Science Problem Type - Classification.srt	9.75 kB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/5. Data Science Problem Type - Regression.mp4	19.53 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/6. Data Science Problem Type - Clustering.mp4	23.80 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/7. Data Science Problem Type - Anomaly Detection.mp4	13.07 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/8. Data Science Problem Type - Association.mp4	14.39 MB
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[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/9. Data Science Problem Type - Recommendation.mp4	16.43 MB
[TutsNode.com] - Data Science Project Planning/3. Data Science Problem Formulation/9. Data Science Problem Type - Recommendation.srt	3.74 kB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/1. Introduction.mp4	15.03 MB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/1. Introduction.srt	960.00 B
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/10. Review Questions.html	144.00 B
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/2. Situation Assessment - An Overview.mp4	11.71 MB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/2. Situation Assessment - An Overview.srt	4.17 kB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/3. Team Composition.mp4	25.75 MB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/3. Team Composition.srt	7.48 kB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/4. Resource Assessment.mp4	29.13 MB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/4. Resource Assessment.srt	10.14 kB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/5. Project Requirements, Assumptions & Constraints.mp4	20.83 MB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/5. Project Requirements, Assumptions & Constraints.srt	7.51 kB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/6. Review Questions.html	144.00 B
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/7. Risk Assessment.mp4	40.70 MB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/7. Risk Assessment.srt	14.86 kB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/8. Terminology.mp4	12.02 MB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/8. Terminology.srt	2.69 kB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/9. Costs and Benefits.mp4	12.81 MB
[TutsNode.com] - Data Science Project Planning/4. Situation Assessment/9. Costs and Benefits.srt	4.20 kB
[TutsNode.com] - Data Science Project Planning/5. Project Scheduling/1. Introduction.mp4	19.13 MB
[TutsNode.com] - Data Science Project Planning/5. Project Scheduling/1. Introduction.srt	1.11 kB
[TutsNode.com] - Data Science Project Planning/5. Project Scheduling/2. Scheduling - I.mp4	39.58 MB
[TutsNode.com] - Data Science Project Planning/5. Project Scheduling/2. Scheduling - I.srt	9.23 kB
[TutsNode.com] - Data Science Project Planning/5. Project Scheduling/2.1 Data Science Project Lifecycle - Phases, Activities & Deliverables.pdf	144.15 kB
[TutsNode.com] - Data Science Project Planning/5. Project Scheduling/3. Scheduling - II.mp4	47.09 MB
[TutsNode.com] - Data Science Project Planning/5. Project Scheduling/3. Scheduling - II.srt	17.49 kB
[TutsNode.com] - Data Science Project Planning/5. Project Scheduling/4. Review Questions.html	144.00 B
[TutsNode.com] - Data Science Project Planning/6. Emerging Methods/1. Introduction.mp4	13.93 MB
[TutsNode.com] - Data Science Project Planning/6. Emerging Methods/1. Introduction.srt	809.00 B
[TutsNode.com] - Data Science Project Planning/6. Emerging Methods/2. Emerging Methods for Executing Data Science Projects.mp4	13.18 MB
[TutsNode.com] - Data Science Project Planning/6. Emerging Methods/2. Emerging Methods for Executing Data Science Projects.srt	5.29 kB
[TutsNode.com] - Data Science Project Planning/6. Emerging Methods/3. Microsoft Team Data Science Process (TDSP).mp4	36.87 MB
[TutsNode.com] - Data Science Project Planning/6. Emerging Methods/3. Microsoft Team Data Science Process (TDSP).srt	10.08 kB
[TutsNode.com] - Data Science Project Planning/6. Emerging Methods/4. Agile Data Science 2.0.mp4	50.83 MB
[TutsNode.com] - Data Science Project Planning/6. Emerging Methods/4. Agile Data Science 2.0.srt	14.47 kB
[TutsNode.com] - Data Science Project Planning/6. Emerging Methods/5. Review Questions.html	144.00 B
[TutsNode.com] - Data Science Project Planning/7. Conclusion/1. Introduction.mp4	9.97 MB
[TutsNode.com] - Data Science Project Planning/7. Conclusion/1. Introduction.srt	574.00 B
[TutsNode.com] - Data Science Project Planning/7. Conclusion/2. Recap of Key Points.mp4	27.39 MB
[TutsNode.com] - Data Science Project Planning/7. Conclusion/2. Recap of Key Points.srt	9.33 kB
[TutsNode.com] - Data Science Project Planning/7. Conclusion/3. Project Plan Review - Checkpoints.mp4	12.29 MB
[TutsNode.com] - Data Science Project Planning/7. Conclusion/3. Project Plan Review - Checkpoints.srt	3.72 kB
[TutsNode.com] - Data Science Project Planning/7. Conclusion/3.1 Project Plan Review Checkpoints.pdf	122.93 kB
[TutsNode.com] - Data Science Project Planning/7. Conclusion/4. Preparing a Project Plan.html	144.00 B
[TutsNode.com] - Data Science Project Planning/7. Conclusion/5. Closing Remarks.mp4	13.90 MB
[TutsNode.com] - Data Science Project Planning/7. Conclusion/5. Closing Remarks.srt	4.36 kB
[TutsNode.com] - Data Science Project Planning/7. Conclusion/6. Congratulations and Thanks.mp4	13.72 MB
[TutsNode.com] - Data Science Project Planning/7. Conclusion/6. Congratulations and Thanks.srt	864.00 B

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Udemy - Data Science Project Planning