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

2. 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

3. 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

4. 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

5. Connect/Follow