{"type":"rich","version":"1.0","provider_name":"Transistor","provider_url":"https://transistor.fm","author_name":"DEV","title":"Checkpoint Versioning for Continual Learning Pipelines","html":"<iframe width=\"100%\" height=\"180\" frameborder=\"no\" scrolling=\"no\" seamless src=\"https://share.transistor.fm/e/c09985b7\"></iframe>","width":"100%","height":180,"duration":546,"description":"Continual learning pipelines generate checkpoints constantly — and without a versioning strategy, that chaos can cripple your team at the worst possible moment. This episode breaks down seven practical habits that bring real order to your model lifecycle.","thumbnail_url":"https://img.transistorcdn.com/FjCd-OuusfvO3o_XEB1lBI9M3jCiMFpn2OICEsvCyrs/rs:fill:0:0:1/w:400/h:400/q:60/mb:500000/aHR0cHM6Ly9pbWct/dXBsb2FkLXByb2R1/Y3Rpb24udHJhbnNp/c3Rvci5mbS9kYzVl/MjVhMjFhZGZhOTg4/Zjc1YTFlMGNkZWE1/ZmVhMi5wbmc.webp","thumbnail_width":300,"thumbnail_height":300}