Helpful Amazon SageMaker AI Tutorials and Guides
August 25, 2026 · NeuralArmada Team
Apache MXNet went to the Attic in 2023 and Chainer stopped in 2019. The real risks of frozen containers, convert-vs-retrain strategy, a three-level validation harness, and what a migration engagement looks like.
Read moreAugust 25, 2026 · NeuralArmada Team
Edge Manager was discontinued in April 2024. The ONNX Runtime plus IoT Greengrass V2 reference architecture that replaces it, current Jetson Orin-class hardware, fleet monitoring options, and a migration path.
Read moreAugust 25, 2026 · NeuralArmada Team
Capacity planning for large training runs, how flexible training plans compare with on-demand and spot, checkpointing and resiliency that make a plan pay off, and when HyperPod beats plain training jobs.
Read moreAugust 25, 2026 · NeuralArmada Team
Dataset and template preparation, a QLoRA configuration on a single g5.12xlarge, launching the JumpStart training job, evaluating against the base model, deploying, and pricing the whole run.
Read moreAugust 25, 2026 · NeuralArmada Team
The post-Edge-Manager edge stack, built end to end: export and validate an ONNX model, package inference as Greengrass V2 components, deploy to a fleet, and ship over-the-air model updates with rollback.
Read more