A Framework for creating a boilerplate template for ai projects that are ready for MLOps
Project description
Phases Boilerplate
Setup
pip install phases
create project.yaml
minimal
name: "myProject"
namespace: myGroup
phases:
stage1:
- name: Phase1
description: my first phase
- name: Phase2
description: my second phase
complete
name: "sleepClassificationCNN"
namespace: tud.ibmt
classes:
- Wach
- Leichter Schlaf
- Tiefer Schlaf
- REM
publisher:
- DotSience
phases:
prepareData:
- name: DataWrapper
description: get EDF Data
exports:
- trainingRaw
- validationRaw
- evaluationRaw
- name: EDF4SleepStages
description: Prepare EDF Data for sleep stage recognition
exports:
- trainingTransformed
- validationTransformed
train:
- name: SleepPhaseDetectionModel
description: Create Model for sleep stage recognition
exports:
- model
evaluate:
- name: SleepPhaseDetectionModel
description: Create Model for sleep stage recognition
Generate
phases create
Project details
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