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#autodiff — Public Fediverse posts

Live and recent posts from across the Fediverse tagged #autodiff, aggregated by home.social.

  1. Seth Axen 🪓 :julia: @[email protected] ·

    Recently I've gotten really excited about #Enzyme as the future of #autodiff in #JuliaLang, in particular because it supports more language features than #Zygote (e.g. mutation, fast control flow, and preserving structural sparsity). I've started getting acquainted with its rules system, and I have some first impressions by comparison to #ChainRules. 🧵

    #enzyme #autodiff #julialang #zygote #chainrules
  2. Seth Axen 🪓 :julia: @[email protected] ·
    CW: Introduction

    I just migrated to bayes.club, so here is another (and hopefully the last for a while) introduction

    I'm a #MachineLearning engineer with a focus on probabilistic programming at @unituebingen where I help scientists use ML for their research. In the office and out, one of my main passions is #FOSS, and I work on a number of #OpenSource packages, mostly in #JuliaLang :julia: with a focus on #ProbProg, #manifolds, and #AutoDiff.

    #introduction

    #introduction #autodiff #manifolds #probprog #julialang #opensource
  3. Seth Axen 🪓 :julia: @sethaxen ·

    I just migrated from @[email protected] to this new account at fosstodon.org, so time for a reintroduction!

    I'm a engineer with a focus on probabilistic programming () at @unituebingen, where I help scientists use ML for their research. In the office and out, one of my main passions is , and I work on a number of packages, mostly in :julia: with a focus on , , and .

    #machinelearning #probprog #foss #opensource #julialang #manifolds
  4. Seth Axen 🪓 @[email protected] ·

    @johnryan Yeah I do #probprog in #JuliaLang, and it's great that we can use arbitrary Julia code within our models. This is because most of the language is differentiable with #autodiff and code is composable, which is not the case for most PPLs.

    For #deeplearning research, Julia could come in handy for writing and transforming custom kernels without fussing with CUDA, as some posts in that thread note, but I have no experience with this.

    #probprog #julialang #autodiff #deeplearning
  5. Seth Axen 🪓 @[email protected] ·

    Hello fediverse!

    I'm a #machinelearning engineer with a focus on probabilistic programming (#probprog) at @unituebingen, where I help scientists use ML for their research. In the office and out, one of my main passions is #FOSS, and I work on a number of #opensource packages, mostly in #JuliaLang, with a focus on #probprog, #manifolds, and #autodiff.

    I have no idea what this account will be about, but probably some combination of the above topics. 👋

    #introduction

    #introduction #machinelearning #probprog #foss #julialang #manifolds