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Example templates for the delivery of custom ML solutions to production so you can get started quickly without having to make too many design choices.

Home Page: https://mlmax.readthedocs.io/en/latest/

License: Apache License 2.0

Python 26.10% Shell 2.88% Jupyter Notebook 70.14% Vim Script 0.45% Dockerfile 0.43%

mlmax's Introduction

ML Max

ML Max is a set of example templates to accelerate the delivery of custom ML solutions to production so you can get started quickly without having to make too many design choices.

Quick Start

  1. ML Training Pipeline: This is the process to set up standard training pipelines for machine learning models enabling both immediate experimentation, as well as tracking and retraining models over time.
  2. ML Inference Pipeline: Deploys a model to be used by the business in production. Currently this is coupled quite closely to the ML training pipeline as there is a lot of overlap.
  3. Development environment: This module manages the provisioning of resources and manages networking and security, providing the environment for data scientists and engineers to develop solutions.
  4. Data Management and ETL: This module determines how the machine learning operations interacts with the data stores, both to ingest data for processing, managing feature stores, and for processing and use of output data. A common pattern is to take an extract, or mirror, of the data into S3 on a project basis.

Help and Support

mlmax's People

Contributors

amazon-auto avatar chenwuperth avatar jggoyder avatar josiahdavis avatar kianho avatar richardscottoz avatar sunbc0120 avatar verdimrc avatar yapweiyih avatar yihyap avatar yinsong1986 avatar

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