Samata Brahmane - My Projects

Links

All my projects are available in my github profile:

Brain Stroke Prediction

• Built a machine learning model to predict whether a person is likely to suffer brain stroke or not, based on open source data with demographic and medical features.
• Performed in-depth EDA to understand the distribution of the features in the dataset.
• Carried out data processing techniques like variable encoding, imputation, feature scaling to prepare data for machine learning algorithm.
• Used a gradient-boosting algorithm to train a model that yielded an F1 score of 99%
• Deployed this model as an interactive streamlit app

OCR Android App for Prescriptions (Graduation Project)

• Built an android app to extract details of a medicine and give audio output about the name and time for the medicine.
• Used image processing techniques like custom grayscaling, canny edge detection, segmentation and OCR.
• Matched the extracted text with a database backend to retrieve details for a medicine, including the dosage and timing, and converted text to speech to be the output.
• Performed in-depth requirement analysis, system design and analysis, risk management, as well as software testing for the project.
• Tech stack: Java, Android Studio, SQLite