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Jaunel Ansari's Projects

calculator_using_tkinter icon calculator_using_tkinter

Basic Calculator is being created using tkinter module of Python. An interactive GUI is also designed for better user experience

cnn-image-classifier icon cnn-image-classifier

A Image classification CNN model with more than 85% accuracy. An interactive API is been designed using flask framework for better user experience. Techniques like batch normalization, dropouts is used for improved accuracy.

content-based---movie-recommender-system icon content-based---movie-recommender-system

This project is a Recommendation based project. Similar movies will be recommended based upon the content of the movie. I have used ML algorithm & BOW technique of NLP for our model. An interactive web page is also designed using streamlit library for next level user experience.

face-recognition-using-opencv icon face-recognition-using-opencv

This is a computer vision based project, quite useful in daily life. I have used face_recognition & cv2 library for building this project.

fraudulent-transaction-classificationtask icon fraudulent-transaction-classificationtask

Classification model to detect fraudulent transactions in an imbalanced dataset. The best model achieved high performance metrics, including an accuracy of 99.95% & precision of 0.97 on the testing set. It also covers key data preprocessing steps, including outlier removal using the Interquartile Range (IQR) method, to improve model performance

live-detection-of-sunglasses icon live-detection-of-sunglasses

Developed CNN model with 93% validation accuracy using techniques like Dropouts & Batch Normalization. Using haar cascade of Computer Vision It is then used to detect sunglasses on real time basis

ml-classification--customer-churn-prediction icon ml-classification--customer-churn-prediction

Developed Machine Learning Model to categorize customer with more than 91% accuracy and 88% roc_auc score. Best ML model is selected after evaluating all performance metric like Accuracy, Precision & recall

news-app-with-gui-using-tkinter icon news-app-with-gui-using-tkinter

Developed GUI for python script using tkinter module of Python. It fetches real-time news headlines and articles from the News API and provides a user-friendly interface for browsing and reading the news

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