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Sports-Celebrity-Classifier

In this data science and machine learning project, I build a model to classify sports celebrity. I restrict classification to only 5 people

  • Lionel Messi
  • Malek Jaziri
  • Ons jabeur
  • Rafael Nadal
  • Maria Sharapova

While working on this project I followed these steps:

    1. Data collection using "fatkun" chrome extention
    1. Use Opencv library for face and eyes detection
    1. Data Cleaning using a technique of opencv called haar cascades for face and eyes detection
    1. Extracting meaning features using wavelet transforms
    1. Model building using defferent ML algorythmes of Sklearn librairy (SVM, logistic regression, random forest )
    1. Model fine tunning using gridsearchcv
    1. Export model to a file using joblib librairy
    1. Write python flask server that can server http requests generated by UI
    1. Build UI using HTML,CSS,javascript and JQuery used to make http calls to python flask backend

Here is the folder structure :

  • Website : This contains ui website code
  • server: Python flask server
  • model: Contains python notebook for model building

Technologies used in this project:

#Python #Numpy #OpenCV #Matplotlib #Seaborn #Sklearn #Jupyter_notebook #flask #HTML/CSS/Javascript

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