Sign up to save your podcasts
Or
Share MLOps + Machine Learning // James Sutton // MLOps Coffee Sessions #15
Share to email
Share to Facebook
Share to X
Share to email
Share to Facebook
Share to X
Or
MLOps + Machine Learning // James Sutton // MLOps Coffee Sessions #15
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:
0:00 - Intro to Speaker
2:20 - Scope of the coffee session
3:10 - Background of James Sutton
8:28 - One-shots Classifier Algorithm
12:46 - Why is it a challenge from the engineering perspective with deployment?
19:20 - How to overcome bottlenecks?
30:07 - Vision of your landscape?
34:45 - Maturity playout
38:48 - Maturity perspective of ML
41:49 - Risk of overgeneralizing system designs patterns
46:10 - Reliability, Speed, Cost
46:46 - Consistency, Availability, Partition Tolerance (CAP Theorem)
47:36 - How do you go about discussing these tradeoffs with your clients?
51: 23 - How would you deal with the PII?
58:50 - Collaborative process with clients
1:00:55 - Wrap up
View all episodes
By Demetrios
4.9
2020 ratings
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:
0:00 - Intro to Speaker
2:20 - Scope of the coffee session
3:10 - Background of James Sutton
8:28 - One-shots Classifier Algorithm
12:46 - Why is it a challenge from the engineering perspective with deployment?
19:20 - How to overcome bottlenecks?
30:07 - Vision of your landscape?
34:45 - Maturity playout
38:48 - Maturity perspective of ML
41:49 - Risk of overgeneralizing system designs patterns
46:10 - Reliability, Speed, Cost
46:46 - Consistency, Availability, Partition Tolerance (CAP Theorem)
47:36 - How do you go about discussing these tradeoffs with your clients?
51: 23 - How would you deal with the PII?
58:50 - Collaborative process with clients
1:00:55 - Wrap up
More shows like MLOps.community
View all
Software Engineering Radio - the podcast for professional software developers
272 Listeners
Data Skeptic
481 Listeners
Software Engineering Daily
623 Listeners
The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)
445 Listeners
Super Data Science: ML & AI Podcast with Jon Krohn
297 Listeners
NVIDIA AI Podcast
323 Listeners
Data Engineering Podcast
142 Listeners
DataFramed
267 Listeners
Practical AI
190 Listeners
The Stack Overflow Podcast
63 Listeners
Machine Learning Street Talk (MLST)
86 Listeners
No Priors: Artificial Intelligence | Technology | Startups
123 Listeners
Latent Space: The AI Engineer Podcast
75 Listeners
AI + a16z
31 Listeners
The Pragmatic Engineer
52 Listeners