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How AI Can Improve Your Annotation Quality?

Smart Data Collective

One development that AI has led to is the growth of image annotation. Image annotation is the act of labeling images for AI and machine learning models. It involves human annotators using a tool to label images or tag relevant information. High-quality annotations lead to better model performance and more reliable results.

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Data Labeling Improves Machine Learning & AI Efficiency

Smart Data Collective

Earlier today, one analysis found that the market size for deep learning was worth $51 billion in 2022 and it will grow to be worth $1.7 Simply put, data labeling involves annotating data to instruct a model on how to do the same. Tools for labeling data (also known as data annotation ) using AI offer a formal framework for annotation.

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How Aster DM Healthcare used federated learning to better secure AI analysis of sensitive data

CIO

Annotation was already in our PACS system. The security features in the platform provide confidentiality, integrity, and attestation capabilities that prevent stealing or reverse-engineering of the data distribution,” says Rajaram. We used its API for data extraction.

Learning 368
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3 methods to forge stronger business partner alliances

CIO

A Harvard Business Review analysis noted that “Alliances that both partners ultimately deem successful involve collaboration (creating new value together) rather than mere exchange (getting something back for what you put in).

Alliance 459
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Equinix goes partner prospecting with AI

CIO

As part of that work, Bala and his team of data scientists undertook extensive analysis of internal and third-party data to identify data sets critical for developing an effective partner prioritization data science strategy. “We

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8 tips for unleashing the power of unstructured data

CIO

Using voice recognition and sound analysis, we extract nuances such as mood and sentiment.” Features such as in-game chat sentiment analysis needed real-time processing to filter out inappropriate behavior by players. Going into analysis without ensuring data quality can be counterproductive. Quality is job one.

Gaming 488
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How guardrails allow enterprises to deploy safe, effective AI

CIO

Take for example its sentiment analysis tools, which analyze social media and news content related to individual companies. People would look at samples of news and annotate them as positive, negative, or neutral. People would look at samples of news and annotate them as positive, negative, or neutral.