Türkçe(TR) Derinlemesine MLOps — Makine Öğrenmesi Sistemlerini Üretime Taşıma Sanatı — Bölüm 4 — ML Yaşam…

MLOps Series Explores Productionizing Machine Learning Systems

By PulseAugur Editorial · [32 sources] · 2026-10-31 19:26

This series of articles delves into the intricacies of MLOps, focusing on the art of moving machine learning systems into production. The content covers various aspects, including MLOps maturity models, advanced techniques, and specific platform integrations. It explores topics such as LLMOps, Kubernetes, and cloud platforms like Azure, Google Cloud, and AWS, detailing services like Amazon SageMaker, EKS, and S3. AI

IMPACT Provides in-depth technical guidance for deploying and managing machine learning models in production environments.

RANK_REASON The cluster consists of a series of articles detailing technical aspects of MLOps, machine learning, and related technologies, which falls under research and technical documentation.

Read on Medium — MLOps tag →

AI-generated summary · Google Gemini · from 32 sources. How we write summaries →

MLOps Series Explores Productionizing Machine Learning Systems

How we ranked this

Signal score: 0 / 100; Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket: Research; The cluster consists of a series of articles detailing technical aspects of MLOps, machine learning, and related technologies, which falls under research and technical documentation.
Source corroboration: 32 independent sources; Strong cross-source corroboration — multiple independent publishers covered this within the clustering window.
Topics: product, infra; Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance: High; Clearly on-topic for AI-industry coverage.
Story freshness: 5 days old; Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.
Coverage growth since scoring: +1 source(s) since last score; New sources have picked up this story since our last re-score. Score will update on the next scoring pass.

Full methodology in our editorial standards.

COVERAGE [32]

Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-05 20:16

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Appendix A — MLOps Maturity…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-ek-a-mlops-olgunluk-0db44349b53a?source=rss------mlops-5"><img src="https://c…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-05 20:15

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 32 — Comprehensive…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-32-kapsaml%C4%B1-7cac35b85f94?source=rss------mlops-5"><img s…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-05 19:36

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 31 — Kubernetes…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-31-kubernetes-0cdae879149d?source=rss------mlops-5"><img src=…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-05 19:35

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 30 — LLMOps…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-30-llmops-88d83cf7a94c?source=rss------mlops-5"><img src="htt…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-05 19:34

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 29 — Cloud...

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-29-bulut-5fbcaf0a658d?source=rss------mlops-5"><img src="http…
Medium — MLOps tag TIER_1 Türkçe(TR) · Enes Yakışık · 2026-11-05 19:31

My MLOps Journey: I Trained My First Machine Learning Model

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@eyakisik/mlops-yolculu%C4%9Fum-i%CC%87lk-makine-%C3%B6%C4%9Frenmesi-modelimi-e%C4%9Fittim-b2183a9b7e34?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1400/1*pFFxuHeP1aJ…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-04 20:16

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 28 — Azure…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-28-azure-3d37dc1de313?source=rss------mlops-5"><img src="http…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-04 20:15

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 27 — Google Cloud…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-27-google-cloud-8d98434f978d?source=rss------mlops-5"><img sr…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-04 19:36

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 26 — AWS…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-26-aws-e51190e4295f?source=rss------mlops-5"><img src="https:…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-04 19:35

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 25 —…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-25-57cb624b7def?source=rss------mlops-5"><img src="https://cd…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-04 19:34

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 24 — Model…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-24-model-44180d7793b9?source=rss------mlops-5"><img src="http…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-03 20:16

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 23 — Prometheus…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-23-prometheus-27d1aff5fdbb?source=rss------mlops-5"><img src=…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-03 20:14

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 22 — Model Monitoring…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-22-model-415ba0053981?source=rss------mlops-5"><img src="http…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-03 19:36

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 21 Deployment…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-21-da%C4%9F%C4%B1t%C4%B1m-5925146bc1d0?source=rss------mlops-…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-03 19:35

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 20 — NVIDIA…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-20-nvidia-a35b7e62098b?source=rss------mlops-5"><img src="htt…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-03 19:34

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 19 — KServe and…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-19-kserve-ve-afc2445a80d9?source=rss------mlops-5"><img src="…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-02 20:15

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 18 — Model…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-18-model-2816eaa62029?source=rss------mlops-5"><img src="http…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-02 20:14

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 17 — GitHub…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-17-github-4a0512e2ced8?source=rss------mlops-5"><img src="htt…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-02 19:35

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 16 — CI/CD/CT…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-16-ci-cd-ct-dd800e966e75?source=rss------mlops-5"><img src="h…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-02 19:34

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 15 — Kubeflow…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-15-kubeflow-436daaecfe68?source=rss------mlops-5"><img src="h…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-02 19:33

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 14 — Apache…

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Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-01 20:10

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 13 — Pipeline…

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Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-01 20:09

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 12 —…

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Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-01 19:28

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 11 — Model…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-11-model-d9b61381318e?source=rss------mlops-5"><img src="http…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-01 19:27

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 10 — Model…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://sahinyelkenci.medium.com/derinlemesine-mlops-makine-%C3%B6%C4%9Frenmesi-sistemlerini-%C3%BCretime-ta%C5%9F%C4%B1ma-sanat%C4%B1-b%C3%B6l%C3%BCm-10-model-0b377f996c5a?source=rss------mlops-5"><img src="http…
Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-11-01 19:26

Deep Dive MLOps — The Art of Bringing Machine Learning Systems to Production — Part 9 — Experiment Tracking…

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Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-10-31 20:08

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 8 — Data Quality…

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Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-10-31 20:08

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 7 — Feature Store…

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Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-10-31 19:28

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 6 — Feature…

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Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-10-31 19:27

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 5 — Data…

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Medium — MLOps tag TIER_1 Türkçe(TR) · Sahin Yelkenci · 2026-10-31 19:26

In-depth MLOps — The Art of Bringing Machine Learning Systems to Production — Part 4 — ML Life…

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dev.to — LLM tag TIER_1 English(EN) · SotaTek | AI & Blockchain Innovation Partner · 2026-11-06 07:10

#Your Model Is Not the System: Building an MLOps Feedback Loop for Production AI

<p>A machine learning model can achieve excellent evaluation results and still fail in production.</p> <p>The model hasn't changed. The code hasn't changed. The deployment is healthy.</p> <p>But prediction quality is declining.</p> <p>Maybe the input distribution has shifted. May…

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COVERAGE [32]

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