зеркало из https://github.com/github/mlops.git
updated content
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Hamel Husain
Родитель
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- title: Providing Data Scientists With New Superpowers
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info : Lorem ipsum dolor, sit amet consectetur adipisicing elit. Inventore cum vel nesciunt distinctio nobis
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info : Mar 6, 2020, Hamel Husain & Jeremy Howard. An introduction to GitHub Actions For Data Scientists.
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link : "https://fastpages.fast.ai/actions/markdown/2020/03/06/fastpages-actions.html"
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tags : [fastpages]
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- title: Microsoft Official Blog Post
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info : Lorem ipsum dolor, sit amet consectetur adipisicing elit. Inventore cum vel nesciunt distinctio nobis
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- title: Using GitHub Actions & Azure Machine Learning for MLOps
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info : May 26, 2020, David Aronchick. An overview of GitHub Actions that integrate with Azure Machine Learning.
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link : "https://techcommunity.microsoft.com/t5/azure-ai/using-github-actions-amp-azure-machine-learning-for-mlops/ba-p/1419027"
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tags : [techcommunity]
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- title: Pending - GitHub Official Blog Post - TBD
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info : Lorem ipsum dolor, sit amet consectetur adipisicing elit. Inventore cum vel nesciunt distinctio nobis
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link : "#"
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tags : [cloud-integrations]
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- title: GitHub Universe Talk - MLOps
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subtitle: Machine learning operations with GitHub Actions and Kubernetes - GitHub Universe 2019
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- title: GitHub Universe - Machine Learning Ops
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subtitle: Machine Learning Ops with GitHub Actions and Kubernetes - GitHub Universe 2019
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info: 'From automating mundane tasks to reducing inefficiencies in developers’ workflows, machine learning has the potential to scale your team’s results like never before. However, the practice of deploying machine learning for enterprises is relatively new. In this talk, Hamel and Jeremy will demonstrate how GitHub Actions and Kubernetes can be used to orchestrate machine learning workflows in new ways that increase transparency and reliability of these applications. By borrowing best practices and technologies from DevOps, they’ll help you learn how to deploy machine learning solutions with confidence.'
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video_id: Ll50l3fsoYs
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tags: [GitHub Actions, Kubernetes]
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- title: Live Demo Actions & ML Workflows
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- title: Weights & Biases Deep Learning Salon - GitHub Actions & Machine Learning
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video_id: S-kn4mmlxFU
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subtitle: GitHub Actions & Machine Learning Workflows with Hamel Husain
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info: "Successful machine learning projects often involve employing techniques and practices from software engineering. GitHub Actions provide a new way to incorporate some of these practices in a way that is tailored to data science. In this talk, Hamel will provide a brief tutorial on GitHub Actions, and will show you how you can use this new tool to automate and bring new innovations to your machine learning workflow."
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subtitle: "In this talk, Hamel will provide a brief tutorial on GitHub Actions, and will show you how you can use this new tool to automate and bring new innovations to your machine learning workflow."
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info: Presented by Hamel Husain.
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tags: [GitHub Actions]
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- title: Azure ML + Actions Webinar
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subtitle: 'The MLOps Live Webinar Series #3'
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info: Git-Base d CI CD for Machine Learning & MLOps
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- title: Productionizing ML With GitHub & Azure Machine Learning
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subtitle: "A tutorial of how to use GitHub Actions with Azure Machine Learning."
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info: Presented by Marvin Buss, Alexander Matheson and David Aronchick.
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video_id: V8MRYtNeqUc
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tags: [Git-Based CI CD]
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tags: [Cloud-Integrations]
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- title: "Submit Argo Workflows on GKE "
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info : "Lorem ipsum dolor, sit amet consectetur adipisicing elit. Inventore cum vel nesciunt distinctio nobis"
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- title: "Submit Argo Workflows To GKE "
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info : "Instantiate machine learning pipelines using Argo on Google Kubernetes Engine."
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link : "https://github.com/marketplace/actions/submit-argo-workflows-to-gke"
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tags : [MLOps, Machine Learning, Data Science]
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tags : [Kubernetes, Google-Cloud, Argo]
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- title: "Submit Argo Workflows on K8s (Cloud agnostic)"
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info : Lorem ipsum dolor, sit amet consectetur adipisicing elit. Inventore cum vel nesciunt distinctio nobis
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info : "Instantiate machine learning pipelines using Argo on any Kubernetes cluster. This action is cloud agnostic."
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link : "https://github.com/marketplace/actions/submit-argo-workflows-from-github"
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tags : [Machine Learning, Data Science]
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tags : [Kubernetes, Argo]
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- title: "Fetch runs from Weights & Biases"
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info : Lorem ipsum dolor, sit amet consectetur adipisicing elit. Inventore cum vel nesciunt distinctio nobis
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- title: "Fetch metrics from Weights & Biases"
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info : Retrieve model metrics and metadata from Weights & Biases. You can use this for automated testing and reporting in pull requests.
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link : "https://github.com/marketplace/actions/get-runs-from-weights-biases"
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tags: [actions]
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tags: ["Experiment Tracking"]
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- title: "To compile, deploy and run Kubeflow pipeline"
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info : Lorem ipsum dolor, sit amet consectetur adipisicing elit. Inventore cum vel nesciunt distinctio nobis
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- title: "Compile, deploy and run Kubeflow pipelines"
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info : Launch Kubeflow pipelines on Google Cloud.
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link : "https://github.com/marketplace/actions/kubeflow-compile-deploy-and-run"
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tags: [kubeflow]
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tags: [Kubeflow]
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- title: "Dockerize GitHub repositories automatically as a Jupyter Server"
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info : Lorem ipsum dolor, sit amet consectetur adipisicing elit. Inventore cum vel nesciunt distinctio nobis
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info : Automatically Dockerize GitHub repos and serve their contents with the appropriate dependencies with Jupyter or R-Markdown. Can optionally be used in a complimentary way with mybinder.org
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link : "https://github.com/machine-learning-apps/repo2docker-action"
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tags: [repo2docker]
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tags: [Jupyter]
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- title: aml-workspace
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link : https://github.com/marketplace/actions/azure-machine-learning-workspace) - creates an Azure Machine Learning workspace.
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tags: [marketplace]
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- title: Create Azure ML Workspace
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link : https://github.com/marketplace/actions/azure-machine-learning-workspace
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info: Creates an Azure Machine Learning workspace.
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tags: [Azure]
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- title: aml-compute
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- title: Manage Azure Compute Resources
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link : "https://github.com/marketplace/actions/azure-machine-learning-compute-action"
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info : Manage Azure Compute Resources.
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info : Create, destroy and modify Azure compute resources.
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tags: [Azure]
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- title: aml-run
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- title: Azure ML Run Jobs
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link : "https://github.com/marketplace/actions/azure-machine-learning-run-action"
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info : Run a training job, experiment or pipeline on Azure.
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tags: [Azure]
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- title: aml-registermodel
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- title: Azure ML Register Models
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link : "https://github.com/marketplace/actions/azure-machine-learning-register-model-action"
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info: Register a model on Azure Machine Learning.
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tags: [Azure]
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- title: aml-deploy
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- title: Azure ML Deploy Models
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linr : "https://github.com/marketplace/actions/azure-machine-learning-deploy-action"
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info: Deploy a model to AKS or ACI.
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info: Deploy a model to AKS or ACI for inference.
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tags: [Azure]
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- title: Blog Posts
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info : Lorem ipsum dolor sit amet consectetur adipisicing elit. Vitae et quo mollitia molestiae dignissimos fuga, earum quas eveniet dolore sed?
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info : Blog Posts that are relevant to using GitHub for Data Science and ML Ops.
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link : "/blog"
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icon : "https://ghicons.github.com/assets/images/blue/svg/issue.svg"
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- title: GitHub Actions
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info : Lorem ipsum dolor sit amet consectetur adipisicing elit. Vitae et quo mollitia molestiae dignissimos fuga, earum quas eveniet dolore sed?
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info : A collection of Open Source GitHub Actions that facilitate ML Ops.
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link : "/actions"
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icon : "https://ghicons.github.com/assets/images/blue/svg/Actions.svg"
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- title: Repository Templates
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info : Lorem ipsum dolor sit amet consectetur adipisicing elit. Vitae et quo mollitia molestiae dignissimos fuga, earum quas eveniet dolore sed?
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link : "/templates"
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- title: Examples
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info : Repository templates, examples, and related projects that demonstrate how various GitHub Features can be used for Data Science and ML Ops.
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link : "/examples"
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icon : "https://ghicons.github.com/assets/images/blue/svg/Collection.svg"
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- title: Live Demos
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info : Lorem ipsum dolor sit amet consectetur adipisicing elit. Vitae et quo mollitia molestiae dignissimos fuga, earum quas eveniet dolore sed?
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link : "/demos"
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- title: Tutorials
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info : Recorded demos and tutorials.
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link : "/tutorials"
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icon : "https://ghicons.github.com/assets/images/blue/svg/Enterprise%20Observability.svg"
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- title: Documentation
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info : Lorem ipsum dolor sit amet consectetur adipisicing elit. Vitae et quo mollitia molestiae dignissimos fuga, earum quas eveniet dolore sed?
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- title: Docs
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info : Documentation and resources for getting started.
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link : "/docs"
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icon : "https://ghicons.github.com/assets/images/blue/svg/Documentation.svg"
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- title: Our Team
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info : Lorem ipsum dolor sit amet consectetur adipisicing elit. Vitae et quo mollitia molestiae dignissimos fuga, earum quas eveniet dolore sed?
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- title: Team
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info : Meet the team that works on this content.
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link : "/team"
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icon : "https://ghicons.github.com/assets/images/blue/svg/GitHub%20for%20teams.svg"
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- title: Welcome To fastpages
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- title: fastai/fastpages
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info: An easy to use blogging platform, with support for Jupyter notebooks, Word docs, and Markdown.
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link: "https://github.com/fastai/fastpages"
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tags: [fastpages]
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---
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layout : default
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title : GitHub Actions
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description : "Lorem, ipsum dolor sit amet consectetur adipisicing elit. Deleniti fugit quo magnam blanditiis soluta
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est,
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molestias quaerat perferendis eligendi nobis? Lorem ipsum dolor, sit amet consectetur adipisicing elit. Dolore ratione
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totam odit optio. Impedit incidunt laboriosam doloremque. Molestias, consequatur aut."
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description : "GitHub Actions relevant to machine learning and data science, that you can use to automate tasks. These are free to use and are open source."
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---
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<section class="intro blog_intro">
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<div class="image_box">
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---
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layout : default
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title : Blog post
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description : "Lorem, ipsum dolor sit amet consectetur adipisicing elit. Deleniti fugit quo magnam blanditiis soluta est,
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molestias quaerat perferendis eligendi nobis? Lorem ipsum dolor, sit amet consectetur adipisicing elit. Dolore ratione
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totam odit optio. Impedit incidunt laboriosam doloremque. Molestias, consequatur aut."
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title : Blog Posts
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description : "Blog Posts that are relevant to using GitHub for data science and ML Ops."
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---
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<section class="intro blog_intro">
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<div class="image_box">
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---
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layout : default
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title : Repository Templates
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description : "Lorem, ipsum dolor sit amet consectetur adipisicing elit. Deleniti fugit quo magnam blanditiis soluta
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est,
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molestias quaerat perferendis eligendi nobis? Lorem ipsum dolor, sit amet consectetur adipisicing elit. Dolore ratione
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totam odit optio. Impedit incidunt laboriosam doloremque. Molestias, consequatur aut."
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title : Related Projects & Examples
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description : "Repository templates, examples, and related projects that demonstrate how various GitHub Features can be used for data science and ML Ops."
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---
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<section class="intro blog_intro">
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<div class="image_box">
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---
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layout : default
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title : "Live Demos / Tutorials"
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description : "Lorem ipsum dolor, sit amet consectetur adipisicing elit. Inventore cum vel nesciunt distinctio nobis,
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pariatur, temporibus vitae dolorem, voluptas quam tenetur? Voluptatibus eaque veritatis dolorum corrupti dignissimos,
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saepe porro, molestiae consequatur quas obcaecati necessitatibus velit inventore aspernatur! Modi id a quisquam eaque
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suscipit praesentium quibusdam odio consequuntur eveniet tempora. Quos?"
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title : "Tutorials"
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description : "Recorded demos and tutorials on GitHub Actions and MLOps."
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---
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<section class="intro blog_intro">
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<div class="image_box">
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