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dataprofessor / ml-opt-app

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Machine Learning Hyperparameter Optimizer App (Streamlit + Scikit-learn + Python)

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python
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ml-opt-app

Watch the tutorial video

How to Build a Machine Learning Hyperparameter Optimization App | Streamlit #14

How to Build a ML Hyperparameter Optimization App (Streamlit + Scikit-learn + Python)

Demo

Launch the web app:

Streamlit App

Reproducing this web app

To recreate this web app on your own computer, do the following.

Create conda environment

Firstly, we will create a conda environment called mlopt

conda create -n mlopt python=3.7.9

Secondly, we will login to the mlopt environement

conda activate mlopt

Install prerequisite libraries

Download requirements.txt file

wget https://raw.githubusercontent.com/dataprofessor/ml-opt-app/main/requirements.txt

Pip install libraries

pip install -r requirements.txt

Download and unzip contents from GitHub repo

Download and unzip contents from https://github.com/dataprofessor/ml-opt-app/archive/main.zip

Launch the app

streamlit run app.py
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