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Data Science is a Team Sport

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In this deck, I am going to cover why I consider data science as a team sport...

Now grab my content on your favorite platform:

YouTube: https://www.youtube.com/watch?v=Svt4cIaXkP4

SoundCloud: https://soundcloud.com/ankitrathi/data-science-is-a-team-sport

GitHub: https://ankit-rathi.github.io/data-and-ai/markdown/2020/06/30/Data-Science-is-a-Team-Sport.html

LinkedIn: https://www.linkedin.com/pulse/data-science-team-sport-ankit-rathi

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Data Science is a Team Sport

  1. 1. End-to-End Data Science Data Science is a Team Sport Identify Define Assess Build Deploy Monitor • Opportunity Identification • Use-case Qualification • Define Problem • Understand Business • Understand Data • HLD/KPIs • POC/Prototype • Business Acceptance • Data Collection • Data Exploration • Data Validation • Data Cleaning • Data Transformation • Feature Engineering • Model Training • Model Evaluation • Model Deployment • Business Acceptance • Dashboarding • Model Drift • Data Drift
  2. 2. Data Science Roles Data Science is a Team Sport Data Architect BI Engineer Business Sponsor Data Scientist Data Engineer Cloud Engineer DevOps Engineer DS Leader
  3. 3. T-shaped Skill-set Data Science is a Team Sport Data Architect BI Engineer Business Sponsor Data Scientist Data Engineer Cloud Engineer DevOps Engineer DS Leader
  4. 4. Connect/Follow

In this deck, I am going to cover why I consider data science as a team sport... Now grab my content on your favorite platform: YouTube: https://www.youtube.com/watch?v=Svt4cIaXkP4 SoundCloud: https://soundcloud.com/ankitrathi/data-science-is-a-team-sport GitHub: https://ankit-rathi.github.io/data-and-ai/markdown/2020/06/30/Data-Science-is-a-Team-Sport.html LinkedIn: https://www.linkedin.com/pulse/data-science-team-sport-ankit-rathi

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