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The Biggest
Myths about
Outsourcing
Data Annotation
But even the smartest companies struggle to interpret it at scale.
High-quality data is the linchpin to
amazing AI models.
3
Training Data for Computer Vision
• You need humans to interpret data with near-perfect
accuracy—especially in computer vision environments
like autonomous driving.
• Companies need accurate labeled datasets to train,
then continuously validate machine learning algorithms
and AIs.
4
In-House Solutions Don’t Scale
• Many companies want to keep their data annotation
projects in house.
• But why?
• Because there’s a lot of myths and misconceptions
about third-party options…
Myth 1:
“My data won’t
remain private or
secure
6
Reality: Choose Trusted Partners Who Obsess about Security Protections
• Mighty AI customers can store data in secure locations within
their datacenters and give us temporary access that they
control.
• We can also store it in our own secure storage, where it’s
encrypted at rest.
• Authorized employees get to use the tooling, interface, and
other benefits of the Mighty AI platform.
Myth 2:
“It’s too expensive
to hire a third-party
provider.”
8
Reality: You’re Paying The Smartest People to Tedious, Unfulfilling Work
• Training AI models is tough when you’re relying on internal
resources. So bring in the experts.
• Mighty AI handles everything at a lower level of effort, higher
throughput, and fraction of the total time and cost of in-house
operations.
• You get UIs, workflows, tooling, project management,
targeting, training and qualifying our curated community of
Fives for tasks, quality assurance, testing, and validation.
Myth 3:
“The annotators
aren’t skilled or
specialized
enough.”
10
Reality: AIs are Only as Good as the Humans Who Train Them
• Mighty AI’s Training Data as a Service Platform is driven by
data science and a community of known members.
• We train and qualify all community members on our tools and
annotation tasks.
• We even target individual tasks at the right people with the right
skills and domain expertise.
• Our proprietary machine learning algorithm protects against the
risk of subconscious bias in data science.
Myth 4:
“My use case is too
difficult.”
12
Reality: The Experts Excel at Complicated Use Cases
• Mighty AI works with companies across industries, and our
projects range from simple image classifications to full
segmentations of complex road scenes.
• With one data scientist, annotations take too long, are too
complicated and lead to a decline in quality over time—but we
send broken-up microtasks to a large set of qualified community
members.
• We break up all projects into short, game-like tasks for people to
do in their spare time.
• Our own data science monitors results and quality, so your team
doesn’t have to.
- Brian Kim, VP of Product Management at GumGum
“We need very highly specialized annotated datasets. The Mighty
AI platform makes it easy.”
Learn more
at
mty.ai

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The Biggest Myths about Data Annotation

  • 2. But even the smartest companies struggle to interpret it at scale. High-quality data is the linchpin to amazing AI models.
  • 3. 3 Training Data for Computer Vision • You need humans to interpret data with near-perfect accuracy—especially in computer vision environments like autonomous driving. • Companies need accurate labeled datasets to train, then continuously validate machine learning algorithms and AIs.
  • 4. 4 In-House Solutions Don’t Scale • Many companies want to keep their data annotation projects in house. • But why? • Because there’s a lot of myths and misconceptions about third-party options…
  • 5. Myth 1: “My data won’t remain private or secure
  • 6. 6 Reality: Choose Trusted Partners Who Obsess about Security Protections • Mighty AI customers can store data in secure locations within their datacenters and give us temporary access that they control. • We can also store it in our own secure storage, where it’s encrypted at rest. • Authorized employees get to use the tooling, interface, and other benefits of the Mighty AI platform.
  • 7. Myth 2: “It’s too expensive to hire a third-party provider.”
  • 8. 8 Reality: You’re Paying The Smartest People to Tedious, Unfulfilling Work • Training AI models is tough when you’re relying on internal resources. So bring in the experts. • Mighty AI handles everything at a lower level of effort, higher throughput, and fraction of the total time and cost of in-house operations. • You get UIs, workflows, tooling, project management, targeting, training and qualifying our curated community of Fives for tasks, quality assurance, testing, and validation.
  • 9. Myth 3: “The annotators aren’t skilled or specialized enough.”
  • 10. 10 Reality: AIs are Only as Good as the Humans Who Train Them • Mighty AI’s Training Data as a Service Platform is driven by data science and a community of known members. • We train and qualify all community members on our tools and annotation tasks. • We even target individual tasks at the right people with the right skills and domain expertise. • Our proprietary machine learning algorithm protects against the risk of subconscious bias in data science.
  • 11. Myth 4: “My use case is too difficult.”
  • 12. 12 Reality: The Experts Excel at Complicated Use Cases • Mighty AI works with companies across industries, and our projects range from simple image classifications to full segmentations of complex road scenes. • With one data scientist, annotations take too long, are too complicated and lead to a decline in quality over time—but we send broken-up microtasks to a large set of qualified community members. • We break up all projects into short, game-like tasks for people to do in their spare time. • Our own data science monitors results and quality, so your team doesn’t have to.
  • 13. - Brian Kim, VP of Product Management at GumGum “We need very highly specialized annotated datasets. The Mighty AI platform makes it easy.”