MLOps + Machine Learning // James Sutton // MLOps Coffee Sessions #15 from Agentic Conversations (formally mlops.community)

MLOps + Machine Learning // James Sutton // MLOps Coffee Sessions #15

1 hour 2 minutes Posted Oct 20, 2020 at 11:00 am.

Intro to Speaker

Scope of the coffee session

Background of James Sutton

One-shots Classifier Algorithm   

Why is it a challenge from the engineering perspective with deployment?

How to overcome bottlenecks?

Vision of your landscape?  

Maturity playout

Maturity perspective of ML

Risk of overgeneralizing system designs patterns

Reliability, Speed, Cost

Consistency, Availability, Partition Tolerance (CAP Theorem)

How do you go about discussing these tradeoffs with your clients?

Collaborative process with clients

Wrap up

0:00

1:02:05

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Show notes

James Sutton is an ML Engineer focused on helping enterprise bridge the gap between what they have now, and where they need to be to enable production scale ML deployments.

----------- Connect With Us ✌️-------------

Join our Slack community: https://go.mlops.community/slack

Follow us on Twitter: @mlopscommunity

Sign up for the next meetup: https://go.mlops.community/register

Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/

Connect with David on LinkedIn: https://www.linkedin.com/in/aponteanalytics/

Connect with James on LinkedIn: https://www.linkedin.com/in/jamessutton2/

Timestamps:

51: 23 - How would you deal with the PII?

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