Machine Learning — Build vs. Buy (or Sell and Optimize)

When is Shoplifting OK?

Build or Buy?

How do you decide?

ML Systems Value and Cost Distribution
Split between the long tail (Buy) and the giants (Build)
The additional split where vertical partners are operating (Sell)
The last split for the heavier investment (Optimize)

“Amazon Go” Use Case

Conclusion

The journey of ML systems development within a company

Guy Ernest is the co-founder and CTO of @Aiola, an AI company serving large enterprise AI transformation in the cloud. Guy is an ML-Hero of AWS.

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