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A basic profiling script / recommendation engine for Machine learning algorithms

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Lumin

banner A basic profiling script / recommendation engine for Machine learning algorithms

description

  • ever feel lazy and incomplete while writing code! or maybe have a problem choosing correct ML algorithm for your data. this is where Lumin comes in.

requirements

make sure you have all these

tqdm==4.47.0
pandas==1.0.5
plotly==4.12.0
matplotlib==3.2.2
numpy==1.19.3
seaborn==0.10.1
streamlit==0.75.0
xgboost==1.2.1

usage

  • datatset is uploaded after runing the script!
streamlit run optima.py

as of now, only two functionalities exist

  • classification
  • regression I plan on adding more in future.

Classification

class

Regression

reg

working

  • refer to this yee-yee flowchart for an idea

mlflow1 mlflow2

TO-DO

  • make script more elegant
  • host it somewhere
  • add more functionality (neural networks maybe!)

Contact

Mahesh Patapalli - [email protected]

linkedin - github

Project Link: https://github.com/sirreajohn/Lumin

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  • Python 100.0%