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Machine Learning Experiment Tracking with VS Code, Git, and DVC 

DVCorg
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Dmitry Petrov, creator of DVC, provides a history of machine learning experiment tracking tools and how and why experiment tracking can be done with VS Code, Git and DVC to provide truly reproducible data science for ML teams. In this session from the HighLoad Conference in December 2022, Dmitry teaches:
1. The importance of experiment tracking
2. How to leverage the tools you already use for machine learning: VS Code and Git
This system improves the development experience by keeping everything in the IDE and reducing the number of moving parts in your ML infrastructure.
Try out the DVC Extension for VS Code here: marketplace.vi...
To learn more about Iterative's open-source and SaaS tools please visit:
🧑🏽‍💻 Our free online course: learn.iterativ...
✍🏼 Our docs: dvc.org/doc (Data Version Control, Pipelines, Experiments)
cml.dev/doc (CI/CD for Machine Learning)
mlem.ai/doc (Package and Serve your models)
studio.iterati... (Team Collaboration, Experiments, Model Registry)
Join the Community on our Discord server: / discord
For more information on the HighLoad Conference: highload.rs/2023/
#dvc #machinelearning #datascience #generativeai

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23 авг 2024

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Комментарии : 4   
@bg-mq5hz
@bg-mq5hz 7 месяцев назад
An elegant product and a great tutorial. Thank you.
@dvcorg8370
@dvcorg8370 7 месяцев назад
Thanks for watching!
@Buhassan5656
@Buhassan5656 6 месяцев назад
I'm new to this product, trying to learn it from scratch. Please share a tutorial or series of videos on how to set up, run, experiment with this product .
@dvcorg8370
@dvcorg8370 5 месяцев назад
@buhassan5656 There are a few options. Best MLOps Practices for Building End-to-End Computer Vision Projects with Alex Kim is our most recent, highly liked video: ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-E26IaD7bNXg.html We also have an free online course that can help you get started at learn.iterative.ai We are in the process of updating that course as somethings have progressed since it was created over two years ago. And as always please visit our docs here: dvc.org/doc Finally if you get stuck, you are welcome to join our Discord server where you can ask questions: discordapp.com/invite/dvwXA2N
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