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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
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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.
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Summary

We began this book with just a curiosity for what DL and PyTorch Lightning are. Anyone new to the Deep Learning or a curious beginner to PyTorch Lightning can get their feet wet by trying simple image recognition models and then continue to raise their game by learning skills such as Transfer Learning (TL) or how to make use of other pre-trained architectures. We continued to leverage the PyTorch Lightning framework for doing not just image recognition models but also Natural Language Processing (NLP) models, time series, and other traditional Machine Learning (ML) challenges. Along the way, we learned about RNN, LSTM, and Transformers.

In the next section of the book, we explored exotic DL models such as Generative Adversarial Networks (GANs), Semi-supervised learning, and Self-Supervised Learning that expand the art of what is possible in the domain of ML and these are not just advanced models but super cool ways to create art and lots of fun to work with. We wrapped...

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Deep Learning with PyTorch Lightning
Published in: Apr 2022Publisher: PacktISBN-13: 9781800561618

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