From 7bf32f7962a43fd11effd5c7c4ef7b6e1b246d5d Mon Sep 17 00:00:00 2001 From: Pavel Grinchenko Date: Tue, 31 Mar 2020 19:44:30 +0300 Subject: [PATCH] Migrate latest blogpost --- .../2020-03-31-reimagining-devops-video.md | 49 ++++++++++++++++++ .../uploads/images/2020-03-31/cover_image.png | Bin 0 -> 928382 bytes 2 files changed, 49 insertions(+) create mode 100644 content/blog/2020-03-31-reimagining-devops-video.md create mode 100644 static/uploads/images/2020-03-31/cover_image.png diff --git a/content/blog/2020-03-31-reimagining-devops-video.md b/content/blog/2020-03-31-reimagining-devops-video.md new file mode 100644 index 0000000000..ca55d41dd9 --- /dev/null +++ b/content/blog/2020-03-31-reimagining-devops-video.md @@ -0,0 +1,49 @@ +--- +title: 'New Video! 🎥 Reimagining DevOps for Machine Learning' +date: 2020-03-31 +description: | + A talk about CI/CD with fuzzy animals. +descriptionLong: | + As machine learning matures, we need to find better ways to + integrate data science with software development. In this talk + for DivOps, a conference about the future of DevOps, DVC data + scientist Elle O'Brien discusses how CI/CD can adapt to + machine learning. This is MLOps, explained with fuzzy animals. +picture: ../../static/uploads/images/2020-03-31/cover_image.png +author: ../authors/elle_obrien.md +commentsUrl: https://discuss.dvc.org/t/new-video-reimagining-devops-for-machine-learning/341 +tags: + - CI/CD + - DevOps + - MLOps +--- + +Last week, DVC was part of [DivOps](https://divops.org/), a fully remote +conference led by women in DevOps. DevOps, to the newly anointed, is a +discipline bringing together strong software engineering practices with speedy +development cycles. As machine learning is finding its way into just about +_every_ area of research and development, we're going to need to come up with +some conventions and tools for integrating machine learning and big data with +software development. This growing field is called +[MLOps](https://towardsdatascience.com/the-rise-of-the-term-mlops-3b14d5bd1bdb). + +I gave a lightning talk about how we'll have to rethink our software development +practices in the age of machine learning. It's got a focus on +[CI/CD](https://martinfowler.com/articles/cd4ml.html), a way of structuring +workflows that we think can streamline exchanges between data scientists and +software engineers. And, it's got fuzzy animals. Check it out here: + +https://youtu.be/0MDrZpO_7Q4 + +If you liked this, you'll also want to check out the next talk in the DivOps +playlist by +[Anna Petrovicheva](https://www.linkedin.com/in/anna-petrovicheva-44b24673/), +Founder and CEO of Xperience AI. Anna's talk goes deeper into developing best +practices for software engineering with deep learning. + +https://youtu.be/8nwpCQufeE0 + +All the talks from DivOps are +[available online now](https://www.youtube.com/playlist?list=PLVeJCYrrCemgbA1cWYn3qzdgba20xJS8V), +so please check out the YouTube channel. 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