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You're reading from  Deep Learning with PyTorch Lightning

Product typeBook
Published inApr 2022
Reading LevelBeginner
PublisherPackt
ISBN-139781800561618
Edition1st Edition
Languages
Python
Tools
PyTorch
Concepts
Deep Learning
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Author (1)
Kunal Sawarkar
Kunal Sawarkar
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Kunal Sawarkar

Kunal Sawarkar is a chief data scientist and AI thought leader. He leads the worldwide partner ecosystem in building innovative AI products. He also serves as an advisory board member and an angel investor. He holds a master's degree from Harvard University with major coursework in applied statistics. He has been applying machine learning to solve previously unsolved problems in industry and society, with a special focus on deep learning and self-supervised learning. Kunal has led various AI product R&D labs and has 20+ patents and papers published in this field. When not diving into data, he loves doing rock climbing and learning to fly aircraft, in addition to an insatiable curiosity for astronomy and wildlife.
Read more about Kunal Sawarkar

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Further learning

  • Other languages: The ASR dataset from which we used the Scottish language dataset also contains many other languages, such as Sinhala, and many Indian languages, such as Hindi, Marathi, and Bengali. The next logical step would be to try this ASR model for another language and compare the results. It is also a great way to learn how to manage training requirements as some of the audio files in these datasets are bigger; hence, they will need more compute power.

Many non-English languages don't have apps widely available on mobiles (for example, the Marathi language spoken in India) and a lack of technical tools in native languages limits the adoption of many tools in remote parts of the world. Creating an ASR in your local language can add great value to the technical ecosystem as well.

  • Audio and video together: Another interesting task is to combine the audio speech recognition and video classification tasks that we have seen today and use...
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Deep Learning with PyTorch Lightning
Published in: Apr 2022Publisher: PacktISBN-13: 9781800561618
© 2022 Packt Publishing Limited All Rights Reserved

Author (1)

author image
Kunal Sawarkar

Kunal Sawarkar is a chief data scientist and AI thought leader. He leads the worldwide partner ecosystem in building innovative AI products. He also serves as an advisory board member and an angel investor. He holds a master's degree from Harvard University with major coursework in applied statistics. He has been applying machine learning to solve previously unsolved problems in industry and society, with a special focus on deep learning and self-supervised learning. Kunal has led various AI product R&D labs and has 20+ patents and papers published in this field. When not diving into data, he loves doing rock climbing and learning to fly aircraft, in addition to an insatiable curiosity for astronomy and wildlife.
Read more about Kunal Sawarkar

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