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image-classification-using-ml-model's Introduction

Image-Classification-using-ML-model

In this data science and machine learning project, we are classifing sports personalities. (The concept can be use to predict faces of different people n generel). Here we are restricting our classification to only 5 people:

  1. Maria Sharapova
  2. Serena Williams
  3. Virat Kohli
  4. Roger Federer
  5. Lionel Messi

Here is the folder structure,

  • model: Contains python notebook for model building
  • google_image_scrapping: code to scrap google for images
  • images_dataset: Dataset used for our model training
  • JSON file: Which stores best predicted model

Technologies used in this project:

  • Python
  • Numpy and OpenCV for data cleaning
  • Matplotlib & Seaborn for data visualization
  • Sklearn for model building
  • Jupyter notebook as IDE

Machine learning concepts used here are:

  • Logistic Regression
  • Support Vector Machine
  • Random Forest
  • K Fold Cross Validation
  • Hyper Parameter Tuning (Grid Search CV)
  • Joblib and Pickle

PS: This is my first ML project. And I am really glad that with the help of this project I could learn the crux of ML algoritms. I am excited and lookimg forward to apply this concept of image classification in future projects in a much more interesting concept.

image-classification-using-ml-model's People

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