Version and Stream data with DVC and DDA скачать в хорошем качестве

Version and Stream data with DVC and DDA

Learn what DVC (Data Version Control) is, why it should be part of your MLOps tool kit, and how it works under the hood. Gain hands-on experience using it to version your data and models, build data pipelines, and use remote DVC storage. Expand DVC's capabilities with DDA, a new component of the DagsHub client and API libraries that enable users to stream DVC-versioned data from, and upload it to, any DagsHub project. In this session, you will learn the following: DVC 101 - what is DVC, and how does it work? DDA 101 - how to stream and version data. DVC 102 - core commands. Hands-on experience using DVC and DDA. Additional Materials: The Colab Notebook: https://colab.research.google.com/dri... Timestamps: 00:00 - Meet & greet 👋 01:50 - Why do we need DVC? 🙋 04:53 - Introduction to DVC 🤗 11:50 - How does DVC version files & directories? 🫀 17:19 - How does DVC build and version Data Pipelines? 🛀 24:37 - DagsHub integration with DVC ❤️ 26:47 - Introduction to DDA 🚿 29:26 - Hands-on experience 👩‍💻 If you want to hear more about what we are doing at DagsHub, here are some interesting links for you: 🌐 Our Website: https://dagshub.com 📖 Our Blog: https://dagshub.com/blog/ 🥰 We welcome you to join our community on Discord:   / discord   Social Links: 🔗 LinkedIn:   / dagshub   🐥 Twitter:   / therealdagshub   DAGs out 🤙🏼