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  • Wavelet Transform - with torch

    torch does not have built-in functionality to do wavelet analysis. But we can efficiently implement what we need, making use of the Fast Fourier Transform (FFT). This post is a very first introduction to wavelets, suitable for readers that have not encountered it before.

    RStudio AI Blog18 min read
  • torch 0.9.0

    torch v0.9.0 is now on CRAN. This version adds support for ARM systems running macOS, and brings significant performance improvements.

    RStudio AI Blog4 min read
  • Discrete Fourier Transform - with torch

    About the Fourier Transform, it has been said that it is one of the greatest wonders of the universe. At the same time, it can be realized in a mere half-dozen lines of code.

    RStudio AI Blog22 min read
  • Five ways to do least squares (with torch)

    Get to know torch's linalg module, all while learning about different ways to do least-squares regression from scratch. This post is a condensed version of the corresponding chapter in the forthcoming book, Deep Learning and Scientific Computing with R torch, to be published by CRC Press.

    RStudio AI Blog21 min read
  • Audio classification with torch

    Learn how to classify speech utterances with torch, making use of domain knowledge and deep learning. This post is a condensed version of the corresponding chapter in the forthcoming book, Deep Learning and Scientific Computing with R torch, to be published by CRC Press.

    RStudio AI Blog12 min read
  • Introducing the text package

    The text package attempts to provide user-friendly access and pipelines to HuggingFace's transformer language models in R.

    RStudio AI Blog5 min read
  • luz 0.3.0

    luz version 0.3.0 is now on CRAN. luz is a high-level interface for torch.

    RStudio AI Blog5 min read
  • TensorFlow and Keras 2.9

    New TensorFlow and Keras releases bring improvements big and small.

    RStudio AI Blog3 min read
  • Deep Learning with R, 2nd Edition

    Announcing the release of "Deep Learning with R, 2nd Edition," a book that shows you how to get started with deep learning in R.

    RStudio AI Blog3 min read
  • Community spotlight: Fun with torchopt

    Today, we want to call attention to a highly useful package in the torch ecosystem: torchopt. It extends torch by providing a set of popular optimization algorithms not available in the base library. As this post will show, it is also fun to use!

    RStudio AI Blog10 min read
  • How to Build an Open-Domain Question Answering System?

    [Updated on 2020-11-12: add an example on closed-book factual QA using OpenAI API (beta). A model that can answer any question with regard to factual knowledge can lead to many useful and practical applications, such as working as a chatbot or an AI assistant🤖.

    Lil'Log (Lilian Weng)32 min read

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