Foundations of a successful AI plan

Strategia per l'Intelligenza Artificiale (AI)

Vidhi Chugh

AI strategist and ethicist

AI-suitable problems

Evolving data patterns

Repetitive

Scale

Evaluate

1 Chip Huyen, Designing Machine Learning Systems
Strategia per l'Intelligenza Artificiale (AI)

Assess the supply chain of a furniture manufacturer!

Raw material

Strategia per l'Intelligenza Artificiale (AI)

Assess the supply chain of a furniture manufacturer!

Incoming order

Strategia per l'Intelligenza Artificiale (AI)

Assess the supply chain of a furniture manufacturer!

Production

Strategia per l'Intelligenza Artificiale (AI)

Assess the supply chain of a furniture manufacturer!

Processing time

  • Complete delivery or shortfall?
Strategia per l'Intelligenza Artificiale (AI)

Any non-AI alternatives?

 

Time for AI!

  • Business rules
    • Static; not suitable for changing patterns

 

  • What would happen when?
    • Priorities change based on varying factors
    • Order value, units, association, or product type

 

  • Time for AI!
Strategia per l'Intelligenza Artificiale (AI)

Is AI the right fit?

Pattern recognition

Image showing many shelves with files stored

Scalability

Cost of incorrect

Strategia per l'Intelligenza Artificiale (AI)

Business to technical mapping

 

         Quality labelled data

Quality labelled data

Technical mapping: binary classification

 

 

Technical mapping: binary classification
Strategia per l'Intelligenza Artificiale (AI)

Economic value assessment

  • Done:
    • AI potential and feasibility

Straightforward vs complex problems

  • Results in timely deliveries, streamline operations, minimize human errors
  • Next:
    • Ask for funding

Ask for funding

  • ROI, shaped by business alignment, feasibility, and potential impact
Strategia per l'Intelligenza Artificiale (AI)

Let's practice!

Strategia per l'Intelligenza Artificiale (AI)

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