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karpov.courses ML Engineering

An example of working with experiment tracking tools

How to run

Install all dependencies first

pip install -r requirements.txt

MLFlow

Start MLFlow

mlflow ui
mlflow server --host 127.0.0.1 --port 8085

Run python script

python mlflow/simple_run.py

To run example with hyperparams optimization use

python mlflow/hyperparams_search.py

ClearML

Run ClearML initialization

clearml-init

Register with Clearml and create your application credentials here

Copy the app credentials for input to 'clearml-init' configuration request, or modify your existing clearml.conf

Run python script

python clearml/simple_run.py

Weights & Biases

Login to W&B from CLI

wandb login

Run python script

python w_and_b/simple_run.py

To run example with hyperparams optimization use

python mlflow/hyperparams_sweeper.py

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Experiment tracking tools example

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