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<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<a href="https://github.com/nubenetes/awesome-kubernetes/edit/master/v2-docs/mlops.md" title="Edit this page" class="md-content__button md-icon" rel="edit">
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</a>
<h1 id="mlops">Mlops<a class="headerlink" href="#mlops" title="Permanent link">&para;</a></h1>
<div class="admonition info">
<p class="admonition-title">Architectural Context</p>
<p>Detailed reference for Mlops in the context of AI and Artificial Intelligence.</p>
</div>
<ul>
<li><a href="https://dafriedman97.github.io/mlbook/content/introduction.html">dafriedman97.github.io: Machine Learning from Scratch</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.cortex.dev/post/how-to-build-a-pipeline-to-retrain-and-deploy-models">cortex.dev: How to build a pipeline to retrain and deploy models</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://github.com/abhishek-ch/around-dataengineering">github: A very Long never ending Learning around Data Engineering &amp; Machine Learning</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://towardsdatascience.com/a-kubernetes-architecture-for-machine-learning-web-application-deployments-632f7765ef29">towardsdatascience.com: A Kubernetes architecture for machine learning web-application deployments</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://cloud.google.com/blog/topics/developers-practitioners/how-use-machine-learning-model-google-sheet-using-bigquery-ml">cloud.google.com: How to use a machine learning model from a Google Sheet using BigQuery ML</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://itnext.io/building-ml-componentes-on-kubernetes-fc7e24cb9269">itnext.io: Building ML Componentes on Kubernetes</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://towardsdatascience.com/deploying-an-ml-model-with-fastapi-a-succinct-guide-69eceda27b21">towardsdatascience.com: Deploying An ML Model With FastAPI — A Succinct Guide</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://opensource.microsoft.com/blog/2021/07/09/simple-steps-to-create-scalable-processes-to-deploy-ml-models-as-microservices">cloudblogs.microsoft.com: Simple steps to create scalable processes to deploy ML models as microservices</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://github.com/aporia-ai/mlplatform-workshop">ML Platform Workshop</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://github.com/argilla-io/argilla">rubrix</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://towardsdatascience.com/automatically-generate-machine-learning-code-with-just-a-few-clicks-7901b2334f97">towardsdatascience.com: Automatically Generate Machine Learning Code with Just a Few Clicks</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://towardsdatascience.com/using-kafka-with-avro-in-python-da85b3e0f966">towardsdatascience.com: Schemafull streaming data processing in ML pipelines</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://analyticsindiamag.com/top-tools-for-enabling-ci-cd-in-ml-pipelines">analyticsindiamag.com: Top tools for enabling CI/CD in ML pipelines</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://towardsdatascience.com/step-by-step-approach-to-build-your-machine-learning-api-using-fast-api-21bd32f2bbdb">towardsdatascience.com: Step-by-step Approach to Build Your Machine Learning API Using Fast API</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://github.com/mikeroyal/Kubernetes-Guide/blob/main/README.md#machine-learning">mikeroyal/Kubernetes-Guide: Machine Learning 🌟</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://towardsdatascience.com/from-jupyter-notebooks-to-real-life-mlops-9f590a7b5faa">towardsdatascience.com: From Jupyter Notebooks to Real-life: MLOps 🌟</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.infoworld.com/article/2336757/16-open-source-projects-transforming-ai-and-machine-learning.html">infoworld.com: 13 open source projects transforming AI and machine learning</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://towardsdatascience.com/from-dev-to-deployment-an-end-to-end-sentiment-classifier-app-with-mlflow-sagemaker-and-119043ea4203">towardsdatascience.com: From Dev to Deployment: An End to End Sentiment Classifier App with MLflow, SageMaker, and Streamlit</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.elconfidencial.com/tecnologia/ciencia/2022-11-18/carrera-google-meta-revolucionar-biologia_3520865">elconfidencial.com: La batalla entre Google y Meta que nadie esperaba: revolucionar la biología 🌟</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://about.gitlab.com/blog/2022/11/16/how-is-ai-ml-changing-devops">about.gitlab.com: How is AI/ML changing DevOps?</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.youtube.com/playlist?list=PLRKtJ4IpxJpDxl0NTvNYQWKCYzHNuy2xG">youtube: Making Friends with Machine Learning | Cassie Kozyrkov | playlist 🌟</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://huyenchip.com/2023/04/11/llm-engineering.html">huyenchip.com: Building LLM applications for production</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/mlops-maturity-model">learn.microsoft.com: Machine Learning operations maturity model 🌟</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://towardsdatascience.com/deploying-llm-apps-to-aws-the-open-source-self-service-way-c54b8667d829">towardsdatascience.com: Deploying LLM Apps to AWS, the Open-Source Self-Service Way</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.axelmendoza.com/posts/ml-model-deployment">axelmendoza.com: The Ultimate Guide To ML Model Deployment In 2024</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://towardsdatascience.com/build-machine-learning-pipelines-with-airflow-and-mlflow-reservation-cancellation-forecasting-da675d409842">towardsdatascience.com: Build Machine Learning Pipelines with Airflow and Mlflow: Reservation Cancellation Forecasting</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.freecodecamp.org/news/learn-machine-learning-and-neural-networks-without-frameworks">marvelousmlops.substack.com: Learn Machine Learning and Neural Networks without Frameworks</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://semaphore.io/blog/devops-ml-data">semaphoreci.com: Why Do We Need DevOps for ML Data?</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://aiml.com/quizzes/deep-learning-large-language-models-quiz-medium">aiml.com: Large Language Models Quiz (Medium)</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://dev.to/pavanbelagatti/deploy-any-aiml-application-on-kubernetes-a-step-by-step-guide-2i37">dev.to/pavanbelagatti: Deploy Any AI/ML Application On Kubernetes: A Step-by-Step Guide!</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.freecodecamp.org/news/mlops-course-learn-to-build-machine-learning-production-grade-projects">freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://roadmap.sh/r?id=65a112f2b8633950ffcf38b6">roadmap.sh: MLOps roadmap</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.youtube.com/watch?v=-sZvzW40NrM&amp;ab_channel=Anyscale">youtube.com: Optimizing LLM Training with Airbnb's Next-Gen ML Platform</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://docs.ray.io/en/latest">Ray</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://artifacthub.io/packages/helm/mlflowserver/mlflow-server">artifacthub.io: mlflow-server</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://pypi.org/project/airflow-provider-mlflow">pypi.org/project/airflow-provider-mlflow</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.kubeflow.org">kubeflow</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.infracloud.io/blogs/machine-learning-orchestration-kubernetes-kubeflow">infracloud.io: Machine Learning Orchestration on Kubernetes using Kubeflow</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.union.ai">Union Cloud</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://mlops.community/blog/mlops-with-flyte-the-convergence-of-workflows-between-machine-learning-and-engineering">mlops.community: MLOps with Flyte: The Convergence of Workflows Between Machine Learning and Engineering</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.union.ai/blog-post/machine-learning-in-production">Machine Learning in Production. What does an end-to-end ML workflow look like in production? (transcript) 🌟🌟🌟</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.union.ai/blog-post/production-grade-ml-pipelines-flyte-vs-kubeflow">union.ai: Production-Grade ML Pipelines: Flyte™ vs. Kubeflow</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://mlops.community/blog/flyte-mlops-simplified">mlops.community: MLOps Simplified: orchestrating ML pipelines with infrastructure abstraction. Enabled by Flyte</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://aws.amazon.com/blogs/machine-learning/mlops-foundation-roadmap-for-enterprises-with-amazon-sagemaker">aws.amazon.com: MLOps foundation roadmap for enterprises with Amazon SageMaker</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://aws.amazon.com/blogs/machine-learning/promote-pipelines-in-a-multi-environment-setup-using-amazon-sagemaker-model-registry-hashicorp-terraform-github-and-jenkins-ci-cd">aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://learn.microsoft.com/en-us/azure/machine-learning/concept-mlflow?view=azureml-api-2">docs.microsoft.com: MLflow and Azure Machine Learning</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://bea.stollnitz.com/blog/aml-batch-endpoint">bea.stollnitz.com: Creating batch endpoints in Azure ML</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.youtube.com/watch?v=6sqGxVI3X1w">youtube: Deploy Convolutional Neural Network (CNN) on Azure with Python | Deep Learning Deployment | MLOPS</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-machine-learning">learn.microsoft.com: Azure Well-Architected Framework perspective on Azure Machine Learning</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://thenewstack.io/kserve-a-robust-and-extensible-cloud-native-model-server">thenewstack.io: KServe: A Robust and Extensible Cloud Native Model Server</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.analyticsvidhya.com/blog/2021/04/bring-devops-to-data-science-with-continuous-mlops">analyticsvidhya.com: Bring DevOps To Data Science With MLOps</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://analyticsindiamag.com/is-coding-necessary-to-work-as-a-data-scientist">analyticsindiamag.com: Is coding necessary to work as a data scientist?</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.redhat.com/en/blog/introducing-red-hat-openshift-data-science">redhat.com: Introducing Red Hat OpenShift Data Science</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://towardsdatascience.com/from-devops-to-mlops-integrate-machine-learning-models-using-jenkins-and-docker-79034dbedf1">towardsdatascience.com: From DevOps to MLOPS: Integrate Machine Learning Models using Jenkins and Docker</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.canva.dev/blog/engineering/supporting-gpu-accelerated-machine-learning-with-kubernetes-and-nix">canvatechblog.com: Supporting GPU-accelerated Machine Learning with Kubernetes and Nix</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://nix.dev/manual/nix/2.28">Nix</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://catalog.ngc.nvidia.com/orgs/nvidia/helm-charts/gpu-operator">catalog.ngc.nvidia.com: NVIDIA GPU Operator - Helm chart 🌟🌟🌟</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://www.jimangel.io/posts/nvidia-rtx-gpu-kubernetes-setup">jimangel.io: A Practical Guide to Running NVIDIA GPUs on Kubernetes</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
<li><a href="https://huggingface.co/blog/NileshInfer/implementing-fractional-gpus-in-kubernetes">huggingface.co: Implementing Fractional GPUs in Kubernetes with Aliyun Scheduler</a> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span></li>
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