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You're reading from  Data Labeling in Machine Learning with Python

Product typeBook
Published inJan 2024
PublisherPackt
ISBN-139781804610541
Edition1st Edition
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Author (1)
Vijaya Kumar Suda
Vijaya Kumar Suda
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Vijaya Kumar Suda

Vijaya Kumar Suda is a seasoned data and AI professional boasting over two decades of expertise collaborating with global clients. Having resided and worked in diverse locations such as Switzerland, Belgium, Mexico, Bahrain, India, Canada, and the USA, Vijaya has successfully assisted customers spanning various industries. Currently serving as a senior data and AI consultant at Microsoft, he is instrumental in guiding industry partners through their digital transformation endeavors using cutting-edge cloud technologies and AI capabilities. His proficiency encompasses architecture, data engineering, machine learning, generative AI, and cloud solutions.
Read more about Vijaya Kumar Suda

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Summary

In this chapter, we delved into the realm of text data exploration using Python, gaining a comprehensive understanding of harnessing Generative AI and OpenAI models for effective text data labeling. Through code examples, we explored diverse text data labeling tasks, including classification, summarization, and sentiment analysis.

We then extended our knowledge by exploring Snorkel labeling functions, allowing us to label text data with enhanced flexibility. Additionally, we delved into the application of K-means clustering for labeling text data and concluded by discovering how to label customer reviews using neural networks.

With these acquired skills, you now possess the tools to unlock the full potential of your text data, extracting valuable insights for various applications. The next chapter awaits, where we will shift our focus to video data exploration, exploring different methods to gain insights from this dynamic data type.

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Data Labeling in Machine Learning with Python
Published in: Jan 2024Publisher: PacktISBN-13: 9781804610541

Author (1)

author image
Vijaya Kumar Suda

Vijaya Kumar Suda is a seasoned data and AI professional boasting over two decades of expertise collaborating with global clients. Having resided and worked in diverse locations such as Switzerland, Belgium, Mexico, Bahrain, India, Canada, and the USA, Vijaya has successfully assisted customers spanning various industries. Currently serving as a senior data and AI consultant at Microsoft, he is instrumental in guiding industry partners through their digital transformation endeavors using cutting-edge cloud technologies and AI capabilities. His proficiency encompasses architecture, data engineering, machine learning, generative AI, and cloud solutions.
Read more about Vijaya Kumar Suda