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Description:
blurrdev 0.1115
Table of contents
What is Blurr
Is Blurr for you?
Playground
Tutorial & Docs
Contribute
Data Science 'Joel Test'
Roadmap
What is Blurr?
Blurr transforms structured, streaming raw data into features for model training and prediction using a high-level expressive YAML-based language called the Blurr Transform Spec (BTS). The BTS merges the schema and computation model for data processing.
The BTS is a data transform definition for structured data. The BTS encapsulates the business logic of data transforms and Blurr orchestrates the execution of data transforms. Blurr is runner-agnostic, so BTSs can be run by event processors such as Spark, Spark Streaming or Flink.
Is Blurr for you?
Yes, if: you are well on your way on the ML 'curve of enlightenment', and are thinking about how to do online scoring
Playground
Launch playground
Tutorial and Docs
Coming up with features is difficult, time-consuming, requires expert knowledge. 'Applied machine learning' is basically feature engineering --- Andrew Ng
Read the docs
Streaming BTS Tutorial |
Window BTS Tutorial
Preparing data for specific use cases using Blurr:
Dynamic in-game offers (Offer AI)
Frequently Bought Together
Contribute to Blurr
Welcome to the Blurr community! We are so glad that you share our passion for building MLOps!
Please create a new issue to begin a discussion. Alternatively, feel free to pick up an existing issue!
Please sign the Contributor License Agreement before raising a pull request.
Data Science 'Joel Test'
Inspired by the (old school) Joel Test to rate software teams, here's our version for data science teams. What's your score?
Data pipelines are versioned and reproducible
Pipelines (re)build in one step
Deploying to production needs minimal engineering help
Successful ML is a long game. You play it like it is
Kaizen. Experimentation and iterations are a way of life
Roadmap
Blurr is currently in Developer Preview. Stay in touch!: Star this project or email hello@blurr.ai
Local transformations only
Support for custom functions and other python libraries in the BTS
Spark runner
S3 support for data sink
DynamoDB as an Intermediate Store
Features server
License
For personal and professional use. You cannot resell or redistribute these repositories in their original state.
Customer Reviews
There are no reviews.
