It all starts with a PoC

Strategia per l'Intelligenza Artificiale (AI)

Vidhi Chugh

AI strategist and ethicist

Feasibility workshops

• Assessing project feasibility

Feasibility workshops

• Assessing project feasibility

Data attributes

Data attributes

Data attributes

Data availability

 

• In-house
• External attributes

 

• Effort estimated at project level
• Break down tasks into smaller modules

 

Data availability

 

• In-house
• External attributes

 

• Effort estimated at project level
• Break down tasks into smaller modules

 

Data availability

 

• In-house
• External attributes

 

• Effort estimated at project level
• Break down tasks into smaller modules

 

Evaluating the idea

 

 

Evaluating the idea

 

 

And, find resolutions

 

PoC is like test-driving a car!

• Experience before making a purchase

 

PoC is like test-driving a car!

• Experience before making a purchase
• Feasibility over a few weeks to several months

 

PoC is like test-driving a car!

• Experience before making a purchase
• Feasibility over a few weeks to several months

 

Importance of building a PoC

• Scope of improvement for smooth product development
• Show the value proposition
• Solicit feedback

Time to conclude the PoC

• Careful evaluation; decision based on the findings

Time to conclude the PoC

• Careful evaluation; decision based on the findings

Time to conclude the PoC

• Careful evaluation; decision based on the findings

Conditioned on data

 

• Inadequate data quality:
  • Misleads model learning
  • Sub-par results
  • Robust data validation checks

 

• Lack of data diversity:
  • Prepare well-represented data

 

Conditioned on software and hardware

A clear decision

• Required performance to scale
• Small component; needs compatibility
• Costs and challenges make scaling impractical
• Procure the funding!

Let's practice!

Strategia per l'Intelligenza Artificiale (AI)