Jesse Williams

95 posts by Jesse Williams

From Hugging Face to Production: Deploying Segment Anything (SAM) with Jozu’s Model Import Feature

Learn how to deploy Meta’s Segment Anything Model (SAM) from Hugging Face to production using Jozu’s MLOps platform. Complete guide covers importing SAM, local testing with kit-cli, and Kubernetes deployment with step-by-step instructions and code examples.

KitOps - 11 min read

Managing and Deploying Multiple Model Versions with Jozu and KitOps: A Smarter Way to Scale ML Workflows

Learn how to manage and deploy multiple ML model versions using Jozu and KitOps. This step-by-step tutorial shows you how to package YOLOv5 models as versioned ModelKits, push them to registries, and deploy on Kubernetes with simple YAML configs. Perfect for teams scaling ML workflows.

ai - 6 min read

How to Generate an AI SBOM, and What Tools to Use

AI SBOMs are critical for tracking dependencies, securing AI models, and preventing supply chain attacks. These are the best tools to simplify the process.

MLOps - 12 min read

Build Bulletproof ML Pipelines with Automated Model Versioning

Reproducibility is a major blocker in ML workflows. This tutorial shows how to fix it with version-controlled model packaging and automated rollbacks.

KitOps - 10 min read

Streamlining ML Workflows: Integrating KitOps and Amazon SageMaker

A practical guide to combining model packaging and cloud-based ML tools for efficient machine learning operations.

ai - 3 min read