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A general-purpose toolkit for data preprocessing, machine learning modeling, and visualization.

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Samashi47/ML-Toolkit-Project

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To start, clone this branch of the repo into your local:

git clone -b main --single-branch [https://github.com/Samashi47/ML-Toolkit-Project]

After cloning the project, activate the env:

.venv\Scripts\activate

You can run the following command to install the dependencies:

pip3 install -r requirements.txt

Then run the main file with the following:

python main.py

Important

The workflow will be as follows:

After starting the app:

  1. Upload data (.csv/.xls/.xlsx/.xml/.json/.data)
  2. Process and save changes to DataFrame.
  3. Visualize your data.
  4. Choose splitting ratio and random state.
  5. Choose your target column and split your dataset into training & testing data.
  6. Choose a ML algorithm.
  7. Train & test your model and evaluate the results.

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A general-purpose toolkit for data preprocessing, machine learning modeling, and visualization.

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