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BentoML: Packaging and Deploying AI/ML Models as Production-Ready REST APIs on Linux

By IT From Zero June 29, 2026

BentoML is an ML serving framework that packages AI/ML models into production-ready REST APIs on Linux, with model versioning, adaptive batching, and automatic Docker export. This article compares Flask/FastAPI, TorchServe, and Triton, then walks through deploying BentoML from training to production using systemd and Docker.

Machine Learning for Beginners: From Theory to Practice with scikit-learn

By IT From Zero February 28, 2026

A practical machine learning guide for beginners: set up a Python environment, train a classification model with scikit-learn, serialize it, and monitor data drift in production. Based on real-world experience integrating ML into a DevOps pipeline — including the painful lesson of neglecting a model for 3 months and watching it drift.