Torch
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Posit AI Blog: torch for tabular data
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Machine learning on image-like data can be many things: fun (dogs vs. cats), societally useful (medical imaging), or societally harmful (surveillance). In ...

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Brain image segmentation with torch
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When what is not enough True, sometimes it’s vital to distinguish between different kinds of objects. Is that a car speeding towards me, in which case I’d ...

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Posit AI Blog: torch 0.2.0
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We are happy to announce that the version 0.2.0 of torch just landed on CRAN. This release includes many bug fixes and some nice new features that we will ...

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Convolutional LSTM for spatial forecasting
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This post is the first in a loose series exploring forecasting of spatially-determined data over time. By spatially-determined I mean that whatever the ...

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Forecasting El Niño-Southern Oscillation (ENSO)
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Today, we use the convLSTM introduced in a previous post to predict El Niño-Southern Oscillation (ENSO). ENSO refers to a changing pattern of sea surface ...

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Simple audio classification with torch
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This article translates Daniel Falbel’s ‘Simple Audio Classification’ article from tensorflow/keras to torch/torchaudio. The main goal is to introduce ...

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Simple audio classification with torch
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This article translates Daniel Falbel’s ‘Simple Audio Classification’ article from tensorflow/keras to torch/torchaudio. The main goal is to introduce ...

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torch, tidymodels, and high-energy physics
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So what’s with the clickbait (high-energy physics)? Well, it’s not just clickbait. To showcase TabNet, we will be using the Higgs dataset (Baldi, ...

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torch, tidymodels, and high-energy physics
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So what’s with the clickbait (high-energy physics)? Well, it’s not just clickbait. To showcase TabNet, we will be using the Higgs dataset (Baldi, ...

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Introductory time-series forecasting with torch
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This is the first post in a series introducing time-series forecasting with torch. It does assume some prior experience with torch and/or deep learning. ...

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A first go at multi-step prediction
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We pick up where the first post in this series left us: confronting the task of multi-step time-series forecasting. Our first attempt was a workaround of ...

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Posit AI Blog: torch time series, take three: Sequence-to-sequence prediction
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Today, we continue our exploration of multi-step time-series forecasting with torch. This post is the third in a series. Initially, we covered basics of ...

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