> Markdown version of [/videos/179-devops-for-machine-learning?t=229](https://www.wearedevelopers.com/videos/179-devops-for-machine-learning?t=229). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # DevOps for Machine Learning Ninety percent of machine learning models never reach production. Close the workflow gap between data science and engineering by adopting an evolutionary MLOps infrastructure. - **Speakers:** Hauke Brammer - **Event:** World Congress 2021 - **Published:** June 28, 2021 - **Duration:** 44:40 - **URL:** https://www.wearedevelopers.com/videos/179-devops-for-machine-learning - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/87643d62cd25d92a188ec947af061eb1/thumbnails/thumbnail.jpg?time=231905ms ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Defining MLOps and its role in production systems](https://www.wearedevelopers.com/videos/825-mlops-on-kubernetes-exploring-argo-workflows) (from "MLOps on Kubernetes: Exploring Argo Workflows") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/5c75cd12218b6ad68aefd5ce078c276a/thumbnails/thumbnail.jpg?time=334075ms - [Bridging the gap between model management and devops](https://www.wearedevelopers.com/videos/1152-ai-model-management-life-circles-ml-ops-for-generative-ai-models-from-research-to-deployment) (from "AI Model Management Life Circles: ML Ops For Generative AI Models From Research to Deployment") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/65139df4f3d9e17176c2b4911809b07e/thumbnails/thumbnail.jpg?time=120705ms - [Introduction to DevOps for AI and MLOps](https://www.wearedevelopers.com/videos/1222-devops-for-ai-running-llms-in-production-with-kubernetes-and-kubeflow) (from "DevOps for AI: running LLMs in production with Kubernetes and KubeFlow") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/23543f1023f8fd16c2c515db4d122fe9/thumbnails/thumbnail.jpg?time=263955ms - [Solving application deployment complexities using LLMOps pipelines](https://www.wearedevelopers.com/videos/1582-llmops-driven-fine-tuning-evaluation-and-inference-with-nvidia-nim-nemo-microservices) (from "LLMOps-driven fine-tuning, evaluation, and inference with NVIDIA NIM & NeMo Microservices") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/a7999d3ea24775b434b6e5403341f780/thumbnails/thumbnail.jpg?time=284265ms - [Defining machine learning operations in a fragmented ecosystem](https://www.wearedevelopers.com/videos/392-mlops-what-s-the-deal-behind-it) (from "MLOps - What’s the deal behind it?") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/e7c4652d6e10ababb3c0c13a7fd7e030/thumbnails/thumbnail.jpg?time=15500ms - [Adopting a DevOps culture for machine learning pipelines](https://www.wearedevelopers.com/videos/369-the-state-of-mlops-machine-learning-in-production-at-enterprise-scale) (from "The state of MLOps - machine learning in production at enterprise scale") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/7fa46d48f004a3769daa5c448e10dd63/thumbnails/thumbnail.jpg?time=114795ms ## Related Articles - [MLops – Deploying, Maintaining And Evolving Machine Learning Models in Production](https://www.wearedevelopers.com/magazine/115-mlops-deploying-maintaining-and-evolving-machine-learning-models-in-production) - [MLOps – What’s the deal behind it?](https://www.wearedevelopers.com/magazine/125-mlops-what-s-the-deal-behind-it) - [MLOps And AI Driven Development](https://www.wearedevelopers.com/magazine/82-mlops-and-ai-driven-development) - [Why Your AI Tool Fails After the Demo](https://www.wearedevelopers.com/magazine/704-why-your-ai-tool-fails-after-the-demo) ## Related Jobs - [MLOps AI Engineer](https://www.wearedevelopers.com/jobs/ext/2565312-mlops-ai-engineer) at **TeamViewer Germany GmbH,** - [AI Platform Engineer MLOps & LLMOps](https://www.wearedevelopers.com/jobs/ext/3746274-ai-platform-engineer-mlops-llmops) at **Msg** - [ML Engineer](https://www.wearedevelopers.com/jobs/48448-ml-engineer) at **Docker, Inc.** - [Staff ML Engineer](https://www.wearedevelopers.com/jobs/48463-staff-ml-engineer) at **Docker, Inc.** - [AI Platform / LLMOps Engineer (m/f/x)](https://www.wearedevelopers.com/jobs/48487-ai-platform-llmops-engineer-m-f-x) at **1st solution consulting gmbh** - [Lead IT Expert DevOps & Platform Engineering](https://www.wearedevelopers.com/jobs/ext/3603494-lead-it-expert-devops-platform-engineering) at **BWI GmbH**