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+---
+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. And stay tuned on our blog for more
+CI/CD discussions coming soon...