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Outsourcing Data Annotation Work

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Outsourcing Data Annotation Work

by ITECHNEWS
January 7, 2022
in Data Science, Leading Stories
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Outsourcing Data Annotation Work

The discipline of data annotation and labeling is growing in popularity and significance throughout the world. The global market for data annotation tools is expected to reach $2.57 billion by 2027, according to a published report.

For robots, drones, and vehicles to gain increasing levels of autonomy, artificial intelligence based on correct data is essential. Companies must create a balance between research, development, analysis, and other activities linked to their core duties in order to implement machine learning efforts. It’s possible that their personnel won’t have enough time to annotate vast volumes of data in order to train machine learning algorithms. Engineers and other team members may be paid well, making this a prohibitively expensive employment.

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Because data annotation takes a long time, many businesses outsource it to firms with the appropriate staffing capacity to complete the project on time and on budget. Using expert data annotation services to save expenses and increase productivity is thus a “cost-effective option”. Text annotation services, image annotation services, video annotation services, and content moderation services are all examples of commonly outsourced data support for AI/ML services.

Here is a list of six data annotation firms now functioning in the United States to help you choose one that best suits your needs.

1. Appen

Appen has acquired Figure Eight, which offers high-quality data annotation services through a dispersed network of human annotators. It’s usually a good idea to put all annotators under one roof since it encourages better communication and keeps everyone on the same page. Link: 

https://appen.com/

2. Cogito Tech LLC

Cogito is a data annotation company that focuses on providing training data for machine learning and deep learning. Aside from that, services like OCR transcription, content moderation, data collection, data categorization, and chatbot training are available. Link: https://www.cogitotech.com/

3. Mindy Support

Mindy Support worked with a lot of Fortune 500 and GAFAM firms (Google, Apple, Facebook, Amazon, and Microsoft), as well as a number of active start-ups throughout the world. It provides a variety of data annotation services as well as BPO services. Link: https://mindy-support.com/

4. Anolytics.ai

Anolytics.ai provides annotated picture data to computer vision systems, allowing robots to recognize photographs and categorize objects into a variety of categories.

They use innovative technology and human-powered abilities to deliver machine learning picture annotation that makes each image readily recognized for machines or computer vision. Link: https://www.anolytics.ai/

5. Labelbox

Labelbox is a collaborative training data platform for computer vision and machine learning applications that was founded in 2018 and is situated in San Francisco. Link: https://labelbox.com/

6. Scale

Scale is noteworthy because it uses an application programming interface to provide a controlled labeling solution (API). Many other firms emphasize the human element more than Scale, which relies heavily on computers to annotate data. It also has a quality-control process, which is vital to think about if you’re looking for human data annotators. Link: https://scale.com

Conclusion

The AI-based model is only as intelligent as the data it is fed; otherwise, it is useless. The key is ‘correct training data,’ which continuously provides value to NLP and computer-vision-based models on a broad scale. Reputable data annotation firms can help businesses explore new business ideas by delivering high-quality outcomes.

Source: Roger Max
Via: Data Science Central
Tags: algorithms
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