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evilmartians.com
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Data Labeling
Our journey to ML Industry
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Training “Labeled” Data Machine Learning Algorithm AI Program
What is Data Labeling
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Why Data Labeling is Important
The right data labeling tool enables quality and ef
fi
ciency control hence directly impact business values
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Our Journey to Data Labeling
Mid 2020: Data Labeling becomes ML industry
standard (Scale AI, Appen, Labelbox…)
Oct 2022: 40 people in Heartex team
Jun 2022: 5000+ Community Members
May 2022: Series A (Redpoint, Unusual
Ventures, Bow Capital, Swift Ventures)
Late 2021: Fortune 100 customers portfolio
Jan 2020: First enterprise client, woohoo!!
Sep 2019: Label Studio - 1k stars in Github
March 2019: 3 folks got the idea! Prototyping…
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The Pitfalls of Collaboration
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Do you remember this?
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Do you remember this?
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Do you remember this?
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Do you remember this?
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Do you remember this?
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Do you remember this?
Collaboration went online
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Do you remember this?
Collaboration went online
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Do you remember this?
Collaboration went online
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No content
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Build live collaborative UX
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keeping developer productivity
in mind
Build live collaborative UX
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keeping developer productivity
in mind
Build live collaborative UX
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keeping developer productivity
in mind
Build live collaborative UX
✅
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For Ruby on Rails, AnyCable replaces the built-in Action Cable, resolving
key issues:
– Radically better performance–4x less RAM usage–and radically
lower costs when scaling AnyCable Go instead of Action Cable
– Better real-time UX: no need to worry about speci
fi
c real-time
problems like re-connects, delivery guarantees, and others
– Control PaaS expenses, before they grow out of control
– Remain the owner of data and never send it to a 3rd-party
– Write clean and maintainable code, instead of another 3rd-party
integration
Not yet another add-on
anycable.io
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Thank you!
Let’s connect
[email protected]
twitter.com/inazarova
linkedin.com/in/nonconstant
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Image Optimisation on-the-fly
New standard for image optimization
ML-driven, fast and secure image processing tool
for developers
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More than
2.5x
storage usage reduction
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• 6.6K+ GitHub stars
• 19mln+ downloads via Docker Hub
• Amongst our OSS users: eBay, Algolia, Retail Zipline,
Forem, Vodafone, Playbook, Meetup.
• Very active community at Gitter.
• 55 active Pro clients with organic sales only via
landing page, GitHub and Martian blog.
Amongst our COSS clients: Dribbble, Photobucket,
Labelbox, Optimole, ARTE, Hiyacar.
We’re on our way
to becoming the
household name
for dynamic
optimization
Open Source
adoption is the
key to our
success
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Our next steps
SaaS
Video, more
fi
lters and ML options
Sales Automation
Constant development of OSS version
The way to use imgproxy in any product
without having to provision and maintain
required infrastructure. Simply grab an API
key and start compressing on the fly!
To cover more related industries and
reach new client groups.
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[email protected]
Ask me
anything
about imgproxy.
Your comments
and questions
send here:
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How can you monetize something
that is available for free?
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Who is your audience and what’s
important for them?
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How do you work with your
community?
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What are the trends in open
source? Let’s talk about the future