Diego Oppenheimer, founder and CEO of Algorithmia, presents at DataDrivenNYC on the financial and operational efficiency of serverless machine learning inference.
“Using serverless, we can actually track as the demand comes in. We can use our load balancers to quickly initiate and replicate these models over the entire infrastructure, going up and down with the demand, allowing for savings of up to 85% of the infrastructure cost that I'm actually going to be deploying in this case.”
quote is from the automated transcript, cleaned for reading:
filler sounds and stutters are removed, nothing is rephrased. names can be misheard
(the analysis reads context, assessments check outside sources). how →
More from Diego Oppenheimer
Insight
Oppenheimer: ML inference belongs to DevOps, not data scientists
“We think that the inference side of things is actually owned by DevOps and the infrastructure teams”
Diego OppenheimerMar 2, 2018▶ 6:51Building an Operating System for AI // Diego Oppenheimer, Algorithmia (FirstMark's Data Driven)
Insight
Oppenheimer: TensorFlow is open source, but scaling it is not
“TensorFlow is open source, but actually scaling it is not.”
Diego OppenheimerMar 2, 2018▶ 3:48Building an Operating System for AI // Diego Oppenheimer, Algorithmia (FirstMark's Data Driven)
Opinion
Oppenheimer: AI and machine learning are the killer apps for serverless
“I actually think that AI and machine learning are the killer apps for serverless microservices.”
Diego OppenheimerMar 2, 2018▶ 6:39Building an Operating System for AI // Diego Oppenheimer, Algorithmia (FirstMark's Data Driven)
Insight
Oppenheimer: Data is heavy and expensive to move, but compute is light and cheap
“So there's a design principle that we use, personally, at Algorithmia, which is data is heavy and expensive to move, but compute is light and cheap.”
Diego OppenheimerMar 2, 2018▶ 11:40Building an Operating System for AI // Diego Oppenheimer, Algorithmia (FirstMark's Data Driven)
AssertionSupported
Oppenheimer: Algorithmia is likely the only serverless GPU provider
“We're probably the only product out there that does serverless over GPUs, and it's really important from a price and a performance perspective, but all the thing is that we actually do cross-cloud.”
Diego OppenheimerMar 2, 2018▶ 19:12Building an Operating System for AI // Diego Oppenheimer, Algorithmia (FirstMark's Data Driven)
AssertionNot checkable as stated
Diego Oppenheimer states Algorithmia has 63,000 developers using its platform
“We have 63,000 developers that use our platform.”
Diego OppenheimerMar 2, 2018▶ 2:09Building an Operating System for AI // Diego Oppenheimer, Algorithmia (FirstMark's Data Driven)
Made with StarZero
Turn any episode into a week of clips.
This entire site, over 400 conversations transcribed, diarized, checked and made playable,
runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the
moments worth sharing, cuts them, captions them, and reframes them for every feed.
We use essential cookies to make the site work. With your permission we
also use analytics cookies (Google Analytics and Mixpanel) to understand
usage and improve StarZero. See our Cookie Policy.