Mlops

Architectural Context

Detailed reference for Mlops in the context of AI and Artificial Intelligence.

• dafriedman97.github.io: Machine Learning from Scratch [COMMUNITY-TOOL]
• cortex.dev: How to build a pipeline to retrain and deploy models [COMMUNITY-TOOL]
• github: A very Long never ending Learning around Data Engineering & Machine Learning [COMMUNITY-TOOL]
• towardsdatascience.com: A Kubernetes architecture for machine learning web-application deployments [COMMUNITY-TOOL]
• cloud.google.com: How to use a machine learning model from a Google Sheet using BigQuery ML [COMMUNITY-TOOL]
• itnext.io: Building ML Componentes on Kubernetes [COMMUNITY-TOOL]
• towardsdatascience.com: Deploying An ML Model With FastAPI — A Succinct Guide [COMMUNITY-TOOL]
• cloudblogs.microsoft.com: Simple steps to create scalable processes to deploy ML models as microservices [COMMUNITY-TOOL]
• ML Platform Workshop [COMMUNITY-TOOL]
• rubrix [COMMUNITY-TOOL]
• towardsdatascience.com: Automatically Generate Machine Learning Code with Just a Few Clicks [COMMUNITY-TOOL]
• towardsdatascience.com: Schemafull streaming data processing in ML pipelines [COMMUNITY-TOOL]
• analyticsindiamag.com: Top tools for enabling CI/CD in ML pipelines [COMMUNITY-TOOL]
• towardsdatascience.com: Step-by-step Approach to Build Your Machine Learning API Using Fast API [COMMUNITY-TOOL]
• mikeroyal/Kubernetes-Guide: Machine Learning 🌟 [COMMUNITY-TOOL]
• towardsdatascience.com: From Jupyter Notebooks to Real-life: MLOps 🌟 [COMMUNITY-TOOL]
• infoworld.com: 13 open source projects transforming AI and machine learning [COMMUNITY-TOOL]
• towardsdatascience.com: From Dev to Deployment: An End to End Sentiment Classifier App with MLflow, SageMaker, and Streamlit [COMMUNITY-TOOL]
• elconfidencial.com: La batalla entre Google y Meta que nadie esperaba: revolucionar la biología 🌟 [COMMUNITY-TOOL]
• about.gitlab.com: How is AI/ML changing DevOps? [COMMUNITY-TOOL]
• youtube: Making Friends with Machine Learning | Cassie Kozyrkov | playlist 🌟 [COMMUNITY-TOOL]
• huyenchip.com: Building LLM applications for production [COMMUNITY-TOOL]
• learn.microsoft.com: Machine Learning operations maturity model 🌟 [COMMUNITY-TOOL]
• towardsdatascience.com: Deploying LLM Apps to AWS, the Open-Source Self-Service Way [COMMUNITY-TOOL]
• axelmendoza.com: The Ultimate Guide To ML Model Deployment In 2024 [COMMUNITY-TOOL]
• towardsdatascience.com: Build Machine Learning Pipelines with Airflow and Mlflow: Reservation Cancellation Forecasting [COMMUNITY-TOOL]
• marvelousmlops.substack.com: Learn Machine Learning and Neural Networks without Frameworks [COMMUNITY-TOOL]
• semaphoreci.com: Why Do We Need DevOps for ML Data? [COMMUNITY-TOOL]
• aiml.com: Large Language Models Quiz (Medium) [COMMUNITY-TOOL]
• dev.to/pavanbelagatti: Deploy Any AI/ML Application On Kubernetes: A Step-by-Step Guide! [COMMUNITY-TOOL]
• freecodecamp.org: MLOps Course – Learn to Build Machine Learning Production Grade Projects [COMMUNITY-TOOL]
• roadmap.sh: MLOps roadmap [COMMUNITY-TOOL]
• youtube.com: Optimizing LLM Training with Airbnb's Next-Gen ML Platform [COMMUNITY-TOOL]
• Ray [COMMUNITY-TOOL]
• artifacthub.io: mlflow-server [COMMUNITY-TOOL]
• pypi.org/project/airflow-provider-mlflow [COMMUNITY-TOOL]
• kubeflow [COMMUNITY-TOOL]
• infracloud.io: Machine Learning Orchestration on Kubernetes using Kubeflow [COMMUNITY-TOOL]
• Union Cloud [COMMUNITY-TOOL]
• mlops.community: MLOps with Flyte: The Convergence of Workflows Between Machine Learning and Engineering [COMMUNITY-TOOL]
• Machine Learning in Production. What does an end-to-end ML workflow look like in production? (transcript) 🌟🌟🌟 [COMMUNITY-TOOL]
• union.ai: Production-Grade ML Pipelines: Flyte™ vs. Kubeflow [COMMUNITY-TOOL]
• mlops.community: MLOps Simplified: orchestrating ML pipelines with infrastructure abstraction. Enabled by Flyte [COMMUNITY-TOOL]
• aws.amazon.com: MLOps foundation roadmap for enterprises with Amazon SageMaker [COMMUNITY-TOOL]
• aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD [COMMUNITY-TOOL]
• docs.microsoft.com: MLflow and Azure Machine Learning [COMMUNITY-TOOL]
• bea.stollnitz.com: Creating batch endpoints in Azure ML [COMMUNITY-TOOL]
• youtube: Deploy Convolutional Neural Network (CNN) on Azure with Python | Deep Learning Deployment | MLOPS [COMMUNITY-TOOL]
• learn.microsoft.com: Azure Well-Architected Framework perspective on Azure Machine Learning [COMMUNITY-TOOL]
• thenewstack.io: KServe: A Robust and Extensible Cloud Native Model Server [COMMUNITY-TOOL]
• analyticsvidhya.com: Bring DevOps To Data Science With MLOps [COMMUNITY-TOOL]
• analyticsindiamag.com: Is coding necessary to work as a data scientist? [COMMUNITY-TOOL]
• redhat.com: Introducing Red Hat OpenShift Data Science [COMMUNITY-TOOL]
• towardsdatascience.com: From DevOps to MLOPS: Integrate Machine Learning Models using Jenkins and Docker [COMMUNITY-TOOL]
• canvatechblog.com: Supporting GPU-accelerated Machine Learning with Kubernetes and Nix [COMMUNITY-TOOL]
• Nix [COMMUNITY-TOOL]
• catalog.ngc.nvidia.com: NVIDIA GPU Operator - Helm chart 🌟🌟🌟 [COMMUNITY-TOOL]
• jimangel.io: A Practical Guide to Running NVIDIA GPUs on Kubernetes [COMMUNITY-TOOL]
• huggingface.co: Implementing Fractional GPUs in Kubernetes with Aliyun Scheduler [COMMUNITY-TOOL]
• github.com/meta-llama/llama-recipes [COMMUNITY-TOOL]
• bodywork-ml/bodywork-core: Bodywork [COMMUNITY-TOOL]
• DVC [COMMUNITY-TOOL]
• docs.microsoft.com: Machine Learning Experimentation in VS Code with DVC Extension [COMMUNITY-TOOL]
• tensorchord/envd: Reproducible development environment for AI/ML 🌟 [COMMUNITY-TOOL]
• postgresml/postgresml 🌟 [COMMUNITY-TOOL]
• vaex.io [COMMUNITY-TOOL]
• thenewstack.io: 7 Must-Have Python Tools for ML Devs and Data Scientists 🌟 [COMMUNITY-TOOL]
• github.com/SymbioticLab/Oobleck: Oobleck - Resilient Distributed Training Framework [COMMUNITY-TOOL]
• github.com/CASIA-IVA-Lab/FastSAM [COMMUNITY-TOOL]
• github.com/VikParuchuri/surya [COMMUNITY-TOOL]
• github.com/aimhubio/aim [COMMUNITY-TOOL]
• github.com/XuehaiPan/nvitop 🌟 [COMMUNITY-TOOL]
• github.com/Netflix/metaflow 🌟 [COMMUNITY-TOOL]
• github.com/decodingml: Real-time news search engine using Upstash Kafka and Vector DB [COMMUNITY-TOOL]
• zenml.io: ZenML [COMMUNITY-TOOL]
• fepegar/vesseg [COMMUNITY-TOOL]
• github.com/10tanmay100: MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS [COMMUNITY-TOOL]
• dair-ai/ML-Course-Notes: ML Course Notes 🌟 [COMMUNITY-TOOL]
• Kaggle Competitions [COMMUNITY-TOOL]
• kaggle.com: Sports Car Prices dataset [COMMUNITY-TOOL]
• isic-archive.com [COMMUNITY-TOOL]
• freecodecamp.org: How to Download a Kaggle Dataset Directly to a Google Colab Notebook [COMMUNITY-TOOL]

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