This video introduces Hyperdatasets. Hyperdatasets is a data management system that’s designed for unstructured data like text, audio or visual data. It is part of the ClearML paid offering, which means it brings along quite a bit of upgrades over the open source clearml-data.
This video covers clearml-data tool, which is meant to help you version control, share and manage your different datasets. It integrates seamlessly in the existing clearml ecosystem, so a lot of terms will feel familiar!
The recording of our talk at the MLOps World summit. This talk covers a complete example, starting from experiment management and data versioning, building up into a pipeline and finally deploying using ClearML serving with drift monitoring. We then induce artifical drift to trigger the monitoring alerts and go back down the chain to quickly retrain a model and deploy it using canary deployment.
The recording of our talk at the AI infrastructure alliance micro summit. This talk covers ClearML serving including monitoring and focuses on the importance of being able to trace the deployed model all the way back to the original experiment, code and data that were used to train it! One of the mayor advantages of a single tool end-to-end MLOps workflow.
Watch our great evangelist Victor Sonck in the AIIA summit! How can you go in the bigger picture of model observability? Well, the short answer is complete traceability. And what does that mean? Find out for yourself in Victor's short and insightful talk. ClearML is an open source ML / DL experiment manager, versioning and ML-Ops full system solution.
ClearML in the real world, without the marketing fluff. Watch along as we show how ClearML can make the life of an MLOps engineer much easier. Get lots of tips, tricks and inspiration on the use of the queueing system, remote agents, automation like schedulers etc.
In this video, you'll get an introduction to how the autoscalers work. They can automatically spin up agents on your cloud provider of choice and then spin them back down again when you don't need them anymore!
The recording of our talk at Toronto machine learning summit for finance and insurance tech. About the importance of tracking and tracing of experiments and data.
The recording of a GTC talk given by our very own CEO, Moses Guttmann. He outlines the limitations of current AI serving options and introduces the new ClearML serving beta than can help alleviate these issues!