Leading Data Science Teams - A Framework to Help Guide Data Science Project Managers - Jeffrey Saltz

Leading Data Science Teams - A Framework to Help Guide Data Science Project Managers - Jeffrey Saltz

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TEAM PROCESS The process the team uses

9 of 20

9 of 20

TEAM PROCESS The process the team uses

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Leading Data Science Teams - A Framework to Help Guide Data Science Project Managers - Jeffrey Saltz

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  1. 1 Intro
  2. 2 INTRODUCTION
  3. 3 OUTLINE
  4. 4 THINKING ABOUT PROJECT RISKS Some possible Issues
  5. 5 MANAGING PROJECT RISKS Example questions to ask
  6. 6 KEY AREAS OF FOCUS: 1 Team Roles - The composition of team
  7. 7 Data Scientist uses visualizations and machine learning to aid in the understanding data. Has an overview of the end-to-end process
  8. 8 EXAMPLE TEAM ROLES
  9. 9 TEAM PROCESS The process the team uses
  10. 10 TEAM PROCESS: SCRUM
  11. 11 TEAM PROCESS: CRISP-DM
  12. 12 TEAM PROCESS: KANBAN
  13. 13 ETHICS
  14. 14 EXAMPLE ETHICAL QUESTIONS
  15. 15 HOW TO ENSURE DATA QUALITY Some key questions: • Did cleaning introduce errors?
  16. 16 ANALYTICS WORKFLOW EXAMPLE
  17. 17 MODEL MANAGEMENT
  18. 18 PRODUCTION ROBUSTNESS
  19. 19 EXAMPLE MODEL DASHBOARD
  20. 20 2 QUICK POLLS - PRIORITIZATION & ROLE

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