Valohai MLOps Platform
A Valohai MLOps Platform is a 3rd-party ML Ops platform.
- Context:
- …
- Counter-Example(s):
- DataRobot Platform.
- a Cloud-based MLOps Platform, such as: AWS Sagemaker and GCP Vertex AI.
- ...
- See: Workload Processing Platform.
References
2022
- https://linkedin.com/company/valohai/about/
- QUOTE: ... Valohai is the only machine learning platform built for private installations with company’s intellectual property’s safety at the core.
Boost your data scientists’ productivity by letting them concentrate on model building while Valohai automates your MLOps. Build an automatic regulatory compliant audit-trail from experiment to inference, with Valohai’s automatic version control.
Valohai integrates with any framework from TensorFlow to DL4J, any toolset from Jupyter notebooks to GitLab and any environment from Azure to AWS. It’s built on top of an open API that ensures you can integrate it with anything custom within your enterprise. ...
- QUOTE: ... Valohai is the only machine learning platform built for private installations with company’s intellectual property’s safety at the core.
2022
- https://valohai.com/
- QUOTE: ... Valohai is the MLOps platform that can automate everything from data extraction to model deployment. ...
2021
- https://docs.valohai.com/topic-guides/
- QUOTE: ... From a theoretical point-of-view, Valohai is a predictive model lifecycle management platform for building machine learning systems. Valohai governs statistical models all the way from birth (preprocess + train + deploy) to termination (you stop using the model predictions).
A machine learning system is an end-to-end machine learning solution that …
- …extracts features from data (labeled or unlabeled)
- …feeds those features to a training software to construct predictive models
- …uses these models to make predictions on unseen data
- These three pieces are always part of any machine learning solution; be it a self-driving car, a web store recommendation widget or your hobby project on your local machine. Valohai guides and supports you in building such systems in numerous automated ways which we’ll be covering throughout this documentation.
From a technological point-of-view, Valohai is a workload processing ecosystem, akin to a continuous integration system but focused on machine learning tasks. Valohai fetches your code, configuration and data sources and makes your pipelines work smoothly on top of an automated infrastructure with a beautiful user interface.
Valohai manages executions; you can think of them as “jobs” or “runs”. These are covered in more detail in the dedicated workload management section. Valohai includes additional bells-and-whistles for data science workflows, like you can see by exploring the rest of the documentation. ...
- QUOTE: ... From a theoretical point-of-view, Valohai is a predictive model lifecycle management platform for building machine learning systems. Valohai governs statistical models all the way from birth (preprocess + train + deploy) to termination (you stop using the model predictions).