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You're reading from  Machine Learning Techniques for Text

Product typeBook
Published inOct 2022
PublisherPackt
ISBN-139781803242385
Edition1st Edition
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Author (1)
Nikos Tsourakis
Nikos Tsourakis
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Nikos Tsourakis

Nikos Tsourakis is a professor of computer science and business analytics at the International Institute in Geneva, Switzerland, and a research associate at the University of Geneva. He has over 20 years of experience designing, building, and evaluating intelligent systems using speech and language technologies. He has also co-authored over 50 research publications in the area. In the past, he worked as a software engineer, developing products for major telecommunication vendors. He also served as an expert for the European Commission and is currently a certified educator at the Amazon Web Services Academy. He holds a degree in electronic and computer engineering, a master's in management, and a PhD in multilingual information processing.
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Summary

In this introductory chapter, we provided a high-level description of the themes covered in the book. First, we discussed different aspects of human language and what makes it such a unique resource. On the other hand, it can pose many challenges when processing human text, with ambiguity being the most serious threat.

Then, the discussion went into the current data explosion identifying the defining properties of big data. For AI, we presented its main types and the driving forces that led to its take-off. We also introduced the cutting-edge topics of ML, DL, and NLP. In this context, we set our own playground at the intersection of these fields.

A large part of the chapter was dedicated to the new paradigm shift in software programming imposed by ML. We also discussed the basic taxonomy of this emerging field. Finally, we concluded with the visualization and evaluation topics encountered many times throughout the book.

The next chapter deals with the first case study...

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Machine Learning Techniques for Text
Published in: Oct 2022Publisher: PacktISBN-13: 9781803242385

Author (1)

author image
Nikos Tsourakis

Nikos Tsourakis is a professor of computer science and business analytics at the International Institute in Geneva, Switzerland, and a research associate at the University of Geneva. He has over 20 years of experience designing, building, and evaluating intelligent systems using speech and language technologies. He has also co-authored over 50 research publications in the area. In the past, he worked as a software engineer, developing products for major telecommunication vendors. He also served as an expert for the European Commission and is currently a certified educator at the Amazon Web Services Academy. He holds a degree in electronic and computer engineering, a master's in management, and a PhD in multilingual information processing.
Read more about Nikos Tsourakis