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1 of 10
Data Annotation
in Machine
Learning: An
Important
Prerequisite
1
2
Table of Content
● Introduction
● Outsourcing Data Support for AI/ ML
○ Domain-specific workflows
○ Professional excellence
○ Assured Accuracy
● Conclusion
Introduction
Associating with reputed vendors allows businesses to leverage the combined capabilities
of human resources and AI/ML tools. This strategic collaboration enables businesses to
achieve different levels of agility and drive greater operational excellence. Implementing
AI/ML to data-based processes is a significant undertaking. Besides, fuelling them requires
consistent streams of high-quality and precise training datasets, thus leading to the need for
data annotation in Machine Learning services
4
● Domain-specific workflows
● Professional excellence
● Assured Accuracy
Outsourcing Data Support for AI/ ML
Domain-Specific Workflows
The professional providers understand the
client’s needs, their AI-based model’s use case,
and thus prepare the training datasets
leveraging the best-fit tools. They tailor their
operational approach, adhere to stringent
security protocols, and maintain high standards
of data confidentiality.
Domain-Specific Workflows
The professional providers understand
the client’s needs, their AI-based
model’s use case, and thus prepare
the training datasets leveraging the
best-fit tools. They tailor their
operational approach, adhere to
stringent security protocols, and
maintain high standards of data
confidentiality.
Professional Excellence
Creating a training environment
similar to the model’s use case
requires the experiential expertise.
The external vendors have the
potential to create pixel-perfect
training datasets with major focus
on the quality of the resultant AI
algorithm’s predictions.
Assured Accuracy
Data collection and processing poses a
challenge for several organizations
because of a lack of model-behavior
understanding, resulting in unsuccessful
attempts of developing enhanced
training data sets. The external
providers prioritize accuracy while
creating consistent, high-quality, and
precise data streams to accelerate the
client’s AI/ML models
Conclusion
The key is ‘right training data’ that adds value to the NLP and
computer-vision based models at a large scale ‘consistently’.
Reputed data annotation companies have the potential to
deliver quality results, assisting organizations to explore new
business opportunities.
2 Research Way, Princeton, New Jersey 08540, USA
+1 609 632 0350
info@damcogroup.com
https://www.damcogroup.com/data-support-for-ai-ml
1
0
10

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Data Annotation in Machine Learning: An Important Prerequisite

  • 1. Data Annotation in Machine Learning: An Important Prerequisite
  • 2. 1 2 Table of Content ● Introduction ● Outsourcing Data Support for AI/ ML ○ Domain-specific workflows ○ Professional excellence ○ Assured Accuracy ● Conclusion
  • 3. Introduction Associating with reputed vendors allows businesses to leverage the combined capabilities of human resources and AI/ML tools. This strategic collaboration enables businesses to achieve different levels of agility and drive greater operational excellence. Implementing AI/ML to data-based processes is a significant undertaking. Besides, fuelling them requires consistent streams of high-quality and precise training datasets, thus leading to the need for data annotation in Machine Learning services
  • 4. 4 ● Domain-specific workflows ● Professional excellence ● Assured Accuracy Outsourcing Data Support for AI/ ML
  • 5. Domain-Specific Workflows The professional providers understand the client’s needs, their AI-based model’s use case, and thus prepare the training datasets leveraging the best-fit tools. They tailor their operational approach, adhere to stringent security protocols, and maintain high standards of data confidentiality. Domain-Specific Workflows The professional providers understand the client’s needs, their AI-based model’s use case, and thus prepare the training datasets leveraging the best-fit tools. They tailor their operational approach, adhere to stringent security protocols, and maintain high standards of data confidentiality.
  • 6. Professional Excellence Creating a training environment similar to the model’s use case requires the experiential expertise. The external vendors have the potential to create pixel-perfect training datasets with major focus on the quality of the resultant AI algorithm’s predictions.
  • 7. Assured Accuracy Data collection and processing poses a challenge for several organizations because of a lack of model-behavior understanding, resulting in unsuccessful attempts of developing enhanced training data sets. The external providers prioritize accuracy while creating consistent, high-quality, and precise data streams to accelerate the client’s AI/ML models
  • 8. Conclusion The key is ‘right training data’ that adds value to the NLP and computer-vision based models at a large scale ‘consistently’. Reputed data annotation companies have the potential to deliver quality results, assisting organizations to explore new business opportunities.
  • 9. 2 Research Way, Princeton, New Jersey 08540, USA +1 609 632 0350 info@damcogroup.com https://www.damcogroup.com/data-support-for-ai-ml