nathan benaich the evolving ai marketplace: from startups to the giants
TRANSCRIPT
The evolving AI marketplace: from startups to the giants
Nathan Benaich | Playfair Capital
Outline of today’s session
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1. AI: what we’re talking about and how best to use it
2. Today’s marketplace for AI-driven software products
3. How is the ecosystem changing?
4. Discussion with the founders of Ravelin, Gluru and Seldon
A suite of technologies enabling machines to perform complex tasks by observing, understanding and learning from data, automatically.
Three steps to intelligence:- Narrow: crafted for a specific task in a single domain (e.g. classification).- General: learning models that are flexible to multiple tasks and domains.- Superintelligence: recapitulate and outperform human cognitive abilities.
AI: what are we talking about here?
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Choosing the right approach for the task at hand1. What’s the task? regression classification clustering text/image/video/speech processing + understanding
2. Which technology to use?Computer vision, natural language processing, machine learning, deep learning...
3. Training approach depends on data: (un)supervised or reinforcement learning
4. Deployment: open source, SaaS, public or private cloud, on-premise
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A growing list of enterprise use casesRetail
financeFraud
preventionNetwork security
Hardware
Sales & marketing
Data analytics Text analysis
Many more to come!
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Not a week goes by without AI making the news
+150% YoY
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Source: CB Insights
From the big boys: AI has to be a core competency
“ML is a core, transformative way by which we’re rethinking
how we’re doing everything.”
Sundar Pichai, Google
“We need to make AI be so completely part of our
engineering fabric that you take it for granted.”
Joaquin Candela, Facebook
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$300m
And they’re paying up to win the race: $2.5bn in 18 months
$250m
~$55m
$350m
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$680m
$800m
Software as a service and open sourcing picks up a pace
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+250% YoY
Everyone’s doing it...
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Procuring software from startups: where to look?
Data providers Investors Accelerators Online
communities
Events
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A powerful last resort...
Let’s discuss!
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