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📰 Medium · Data Science

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Beyond model.predict(): Building a Live MLOps Pipeline on Real Clinical Data (Honest AUC Included)
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
Beyond model.predict(): Building a Live MLOps Pipeline on Real Clinical Data (Honest AUC Included)
How to architect a resilient, production-ready healthcare monitoring system using FastAPI, Streamlit, Evidently AI, Prometheus, Docker, and… Continue reading on
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MLOps Pillar #1: How to Structure Data Workflows for Scalable Machine Learning
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
MLOps Pillar #1: How to Structure Data Workflows for Scalable Machine Learning
Why strong data workflows, reusable features, and traceable lineage are the foundation of scalable ML systems Continue reading on Medium »
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Is a Career as an ML Operations Engineer Worth Considering in 2026?-IABAC
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
Is a Career as an ML Operations Engineer Worth Considering in 2026?-IABAC
Let’s be brutally honest for a second. Continue reading on Medium »
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Mlops as a GIF.
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Mlops as a GIF.
Everyone wants to build AI, but only the chosen ones want to scale it. Continue reading on Medium »
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Day 2: Set Up and Configure Jupyter Notebook Server | KodeKloud MLOps Journey
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Day 2: Set Up and Configure Jupyter Notebook Server | KodeKloud MLOps Journey
As part of my KodeKloud MLOps learning journey, Day 2 focused on setting up and troubleshooting a JupyterLab server configuration for a… Continue reading on Med
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Deployment Is Not a Pipeline: Alias-Driven Local MLOps with MLflow
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Deployment Is Not a Pipeline: Alias-Driven Local MLOps with MLflow
How a small team simplified local MLOps using MLflow aliases, autoserve deployment, and observability. Continue reading on Medium »
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MLOps in Plain English: What It Is, What It Actually Looks Like, and Why Most Teams Get It Wrong
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 3mo ago
MLOps in Plain English: What It Is, What It Actually Looks Like, and Why Most Teams Get It Wrong
Google says ML code is 5% of a production ML system. Here’s what the other 95% costs you when you ignore it. Continue reading on Stackademic »
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Our Model Deployments Were Taking 54 Minutes and Breaking Silently.
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 3mo ago
Our Model Deployments Were Taking 54 Minutes and Breaking Silently.
A complete MLOps walkthrough: Docker multi-stage builds, AWS ECS Fargate, ECR image management, GitHub Actions CI/CD with five automatic… Continue reading on Me
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I’m a DevOps Engineer, and I’m Learning MLOps — Here’s Day 1
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 3mo ago
I’m a DevOps Engineer, and I’m Learning MLOps — Here’s Day 1
Day 1 of the 90-Day MLOps Roadmap Continue reading on Medium »
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Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 3mo ago
Week 4, episode 1 — From Python Bootcamp to Production API
Don’t let your capstone die in a notebook. Learn the MLOps playbook to deploy it as a reliable service. Continue reading on Medium »
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