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mlops-airbnb's Introduction

mlops-airbnb

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Autor dos Scripts

Link para vídeo

Instalando o Conda

  • linux
wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh
chmod u+x https://miniconda3-latest-linux-x86_64.sh
./Miniconda3-latest-Linux-x86_64.sh -b

Setting up environment

Crie um ambiente a partir do arquivo environment.yml

conda env create -f environment.yml

verifique a existência do ambiente e a versão do python

conda env list
which python

desative qualquer ambiente existente a ative o ambiente criado

conda deactivate
conda activate mlops

Agora basta iniciar o jupyterlab digitando o seguinte comando no terminal

jupyter-lab

(ATENÇÃO!!! em caso de problema na instalação recomenda-se instalar os pacotes jupyterlab, scikit-learn, ipywidgets, jupyterlab_widgets individualmente) exemplo:

const install --name mlops scikit-learn=1.0.2

Executing Steps

este comando executa apenas o passo decision_tree:

mlflow run . -P hydra_options="main.execute_steps='decision_tree'"

e este comando executa do passo download até o passo evalute:

mlflow run . -P hydra_options="main.execute_steps='download,preprocess,check_data,segregate,decision_tree,evalute'"

Excluido ambientes criados pelo mlflow

listando ambientes criados

conda info --envs | grep mlflow | cut -f1 -d" "

comando para excluir ambientes criados

for e in $(conda info --envs | grep mlflow | cut -f1 -d" "); do conda uninstall --name $e --all -y;done

mlops-airbnb's People

Contributors

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Stargazers

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Watchers

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