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How we work with customers
on Big Data / ML / Analytics
Projects using
Scrum Framework?
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Projects Characteristic in GetInData
■ Big Data
■ Machine Learning
■ Cloud Architecture
■ Modern Data Platform
■ Advanced Data Analytics
■ and more …
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Development Methods Based on Degrees of Uncertainty
Waterfall
Agile / Scrum
Lean Startup
Continuous Dev
Kanban
unknown
unknown
known
known
Solution
Problem
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Scrum Overview
Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Product Vision and Product Goals
Release
plan and
backlog
Product vision
Product goals
Product roadmap
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
User Story Definition
■ As a user I want to filter the songs in
the app by the artist, because I wish to
listen to the songs only of my chosen
artist and not my entire library.
■ As a user I want to mark my favorite
restaurants, because when I search for
a meal, my favorite restaurants that
provide that meal will be shown on the
top of the search results.
As a {who}
I want {what}
Because {why}
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Example of Product Backlog With User Stories Using Jira
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Sprint in Scrum
Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
1. More transparency
2. Increased productivity
3. Improved focus and clarity
4. Flexibility
Scrum Benefits
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Sprint Planning
Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Daily Scrum
Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Sprint Review
Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Sprint Review Meeting
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Sprint Retrospective
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
All Scrum Events
Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Tasks Estimates in Scrum Framework
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Agile Gantt Chart
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
About Me
■ Over 15 years' experience in IT Project
Management and Software Development
■ Technical background. Fascinated in Cloud
Infrastructure and Big Data solutions.
■ Certifications:
● Professional Scrum Master II ™ (PSM II)
● Professional Scrum Product Owner ™ (PSPO I)
● AWS Certified Solutions Architect Associate
● Google Cloud Certified Professional Cloud Architect
● Agile Project Management AgilePM® Practitioner
● PRINCE2® in Project Management
● ITIL® 4 in IT Service Management
Rafał Zalewski
IT Project Lead
rafal.zalewski@getindata.com

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How we work with customers on ML projects using Scrum

  • 1. How we work with customers on Big Data / ML / Analytics Projects using Scrum Framework?
  • 2. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Projects Characteristic in GetInData ■ Big Data ■ Machine Learning ■ Cloud Architecture ■ Modern Data Platform ■ Advanced Data Analytics ■ and more …
  • 3. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Development Methods Based on Degrees of Uncertainty Waterfall Agile / Scrum Lean Startup Continuous Dev Kanban unknown unknown known known Solution Problem
  • 4. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Scrum Overview Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
  • 5. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Product Vision and Product Goals Release plan and backlog Product vision Product goals Product roadmap
  • 6. © Copyright. All rights reserved. Not to be reproduced without prior written consent. User Story Definition ■ As a user I want to filter the songs in the app by the artist, because I wish to listen to the songs only of my chosen artist and not my entire library. ■ As a user I want to mark my favorite restaurants, because when I search for a meal, my favorite restaurants that provide that meal will be shown on the top of the search results. As a {who} I want {what} Because {why}
  • 7. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Example of Product Backlog With User Stories Using Jira
  • 8. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Sprint in Scrum Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
  • 9. © Copyright. All rights reserved. Not to be reproduced without prior written consent. 1. More transparency 2. Increased productivity 3. Improved focus and clarity 4. Flexibility Scrum Benefits
  • 10. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Sprint Planning Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
  • 11. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Daily Scrum Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
  • 12. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Sprint Review Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
  • 13. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Sprint Review Meeting
  • 14. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Sprint Retrospective
  • 15. © Copyright. All rights reserved. Not to be reproduced without prior written consent. All Scrum Events Source: The SCRUM Framework (https://www.scrum.org/resources/what-is-scrum)
  • 16. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Tasks Estimates in Scrum Framework
  • 17. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Agile Gantt Chart
  • 18. © Copyright. All rights reserved. Not to be reproduced without prior written consent. About Me ■ Over 15 years' experience in IT Project Management and Software Development ■ Technical background. Fascinated in Cloud Infrastructure and Big Data solutions. ■ Certifications: ● Professional Scrum Master II ™ (PSM II) ● Professional Scrum Product Owner ™ (PSPO I) ● AWS Certified Solutions Architect Associate ● Google Cloud Certified Professional Cloud Architect ● Agile Project Management AgilePM® Practitioner ● PRINCE2® in Project Management ● ITIL® 4 in IT Service Management Rafał Zalewski IT Project Lead rafal.zalewski@getindata.com