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New SMOCS framework simplifies ML deployment and monitoring

By PulseAugur Editorial · [12 sources] ·

Researchers have developed SMOCS, a new open-source framework designed to simplify the deployment, monitoring, and optimization of machine learning systems in production environments. This Kafka-based system utilizes containerization and a layered abstraction to separate infrastructure from application logic. Its unique three-thread agent architecture enables continuous online learning by temporally decoupling data ingestion, model training, and real-time inference, making it adaptable to various scientific facilities. AI

IMPACT Simplifies the operationalization of ML models, potentially accelerating adoption in scientific and industrial settings.

RANK_REASON The cluster focuses on a research paper detailing a new open-source framework for ML systems, fitting the research bucket.

Read on Medium — MLOps tag →

AI-generated summary · Google Gemini · from 12 sources. How we write summaries →

New SMOCS framework simplifies ML deployment and monitoring

COVERAGE [12]

  1. arXiv cs.AI TIER_1 English(EN) · Armen Kasparian, Kishansingh Rajput, Malachi Schram, John Vennekate ·

    SMOCS: A Streaming Framework for Simplified Deployment, Monitoring, and Optimization of ML Systems in Production

    arXiv:2607.02731v1 Announce Type: cross Abstract: Machine learning has demonstrated significant potential for real-time monitoring, optimization, and control of scientific facilities. However, deploying and maintaining ML models in operational environments remains a substantial e…

  2. Medium — MLOps tag TIER_1 English(EN) · Ajay Jadhav ·

    Building a Production-Grade ML API on GKE: From Code to Autoscaling

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@avj171991/building-a-production-grade-ml-api-on-gke-from-code-to-autoscaling-84db004b7c24?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/640/0*bEiRICWUJqRLLkNq.png" wid…

  3. Medium — MLOps tag TIER_1 English(EN) · Khurram Khan ·

    The MLOps Guide to Cloud-Native Model Serving and Autoscaling on Kubernetes

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@khurram.khan_91792/the-mlops-guide-to-cloud-native-model-serving-and-autoscaling-on-kubernetes-32f143ba9ce2?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1376/1*7v1hNg…

  4. Medium — MLOps tag TIER_1 English(EN) · Ajay Jadhav ·

    Building and Deploying an End-to-End ML Application: From Model to Production on Google Cloud

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@avj171991/building-and-deploying-an-end-to-end-ml-application-from-model-to-production-on-google-cloud-b9d474da12c4?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1919/…

  5. Medium — MLOps tag TIER_1 English(EN) · Ajay Jadhav ·

    Building an End-to-End MLOps Pipeline with Kubeflow on GCP: A Step-by-Step Journey

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@avj171991/building-an-end-to-end-mlops-pipeline-with-kubeflow-on-gcp-a-step-by-step-journey-2f1fe440eb17?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1895/1*nnTG6Pk6G…

  6. Medium — MLOps tag TIER_1 English(EN) · Atefeh Safayari ·

    Beyond Data Warehousing: Designing an End-to-End MLOps Platform on Snowflake

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@atefeh_safayari/beyond-data-warehousing-designing-an-end-to-end-mlops-platform-on-snowflake-bca36524722c?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1536/1*_57tLU8Tz…

  7. Medium — MLOps tag TIER_1 Português(PT) · André Manzano ·

    MLOps for beginners: putting a model into production goes far beyond creating an API

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@andremanzano.ti/mlops-para-iniciantes-colocar-um-modelo-em-produ%C3%A7%C3%A3o-vai-muito-al%C3%A9m-de-criar-uma-api-872574325be8?source=rss------mlops-5"><img src="https://cdn-images-1.medium.c…

  8. Medium — MLOps tag TIER_1 English(EN) · Khurram Khan ·

    Architecting Scalable Machine Learning Pipelines on Kubernetes: An Argo Workflows Guide

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@khurram.khan_91792/architecting-scalable-machine-learning-pipelines-on-kubernetes-an-argo-workflows-guide-57ac43a7d496?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/26…

  9. Medium — MLOps tag TIER_1 English(EN) · Andrii Shchur ·

    Metaflow: Bringing Order to ML Projects Without a Heavy Platform

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/data-science-collective/metaflow-bringing-order-to-ml-projects-without-a-heavy-platform-b96c18f5f95f?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/0*vFrti98D5Sjrnv…

  10. Medium — MLOps tag TIER_1 English(EN) · Bharath V ·

    Engineering Mindset — Stitching MLOps Together in One Modular Python Project

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@bharathbirur/engineering-mindset-stitching-mlops-together-in-one-modular-python-project-4bf2821e9d21?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2248/1*nV04Qt4EUjMfK…

  11. Medium — MLOps tag TIER_1 English(EN) · Varun Rajput ·

    Feature Engineering Pipeline From the MLOps/ML Platform Angle

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@thevarunfreelance/feature-engineering-pipeline-from-the-mlops-ml-platform-angle-1d2eccc86c21?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/1*BgFi8xfwzXwSztYoB1dFT…

  12. Medium — MLOps tag TIER_1 English(EN) · AMIT KASHYAP ·

    MLOps: A Practical Introduction to Making Machine Learning Actually Work in Production

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@hunkcool1991/mlops-a-practical-introduction-to-making-machine-learning-actually-work-in-production-1d202bf50c5c?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1024/1*tk…

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