Version Control with DVC
Iterative.ai leverages Data Version Control (DVC) which allows for effective versioning of data and models, ensuring reproducibility and traceability in machine learning workflows.
Integration with Existing Tools
It provides seamless integration with existing version control systems like Git, which allows data scientists to manage code, data, and models in a familiar environment.
Scalability
The platform supports scalable machine learning operations by enabling users to manage datasets of any size and execute experiments efficiently.
Open Source
As an open-source solution, Iterative.ai promotes transparency and community involvement, which can be beneficial for collaboration and gaining community-driven improvements.
The people at iterative.ai are special.
Its hard to describe quickly, but if you're a potential client or employee--you could easily go your entire career unaware that groups like this exist.
Their tools (like DVC) are exceptional, but I write this review because one need only interact with the people there to understand why they're execptional.
The culture there is one that can only exist when the founding talent is top-tier. The experience you'll have, though, is so much more than that.
Recommend whole-heatedly.
PyDrive2 is am open-source python package maintained by the awesome people at Iterative. And it is very easy to install:. - Source: dev.to / about 2 years ago
These three are made by Iterative.ai, and seem like very clean implementations of MLOps tooling - especially if you aren't dealing with massive data. https://iterative.ai/. Source: about 2 years ago
For what it's worth. (Full disclosure: I'm the community manager at Iterative (DVC,et.al.) Just wanted to make you aware of our online course (free) that we created specifically for Data Scientists (https://learn.iterative.ai). We know that bridging the gap between prototype to production/ jupyter notebook to reproducible/software engineering compatible, is a challenge. That's why we created the course. To also... Source: over 2 years ago
What do you think of iterative.ai tools like dvc or cml? I have no direct experience, but I am looking at setting up something similar to what you need for a personal project. Source: almost 3 years ago
Hey all, we (at iterative.ai) are launching TPI - Terraform Provider Iterative https://github.com/iterative/terraform-provider-iterative. Source: about 3 years ago
In general, I'm pretty impressed with what the folks at iterative.ai have done. I would also give CML a try if it was fully compatible with bitbucket but it isn't yet, unfortunately. Source: about 3 years ago
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