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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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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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Flash is as simple as 1-2-3

We started the book by creating the first DL model in the form of CNN. We then used transfer learning to see that we can get higher accuracy by using representations learned on popular datasets and train models even quicker. Lightning Flash takes it to another level by providing a standardized framework for you to quickly access all the pre-trained model architectures as well as some popular datasets.

Using Flash means writing some of the most minimal forms of code to train a DL model. In fact, a simple Flash model can be as lightweight as five lines of code.

Once the libraries are imported, we only have to perform three basic steps:

  1. Supply your data: Create a data module to provide data to the framework:
    datamodule = yourData.from_json(
        "yourFile",
        "text",
  2. Define your task and backbone: Now, it's time to define what you want to do with the data. You can select from...
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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