Currently pursuing BTech in CSE-AIML. My interests lie in Machine Learning and Web Development.

projects

leetcode

github

Himanshu Pragyan  • Peerlist

<h3>Breast Cancer Prediction Project – Key Highlights</h3><ul><li>Objective:To assist medical professionals in predicting the malignancy of breast tumors using an explainable machine learning model.</li><li>Model &amp; Accuracy:Built and trained a Support Vector Classifier (SVC) model with 96.5% accuracy on clinical diagnostic data.</li><li>Data &amp; Preprocessing:<ul><li>Utilized features extracted from digitized breast mass images.</li><li>Applied StandardScaler for normalization.</li><li>Modularized preprocessing through a dedicated data_cleaning pipeline.</li></ul></li><li>User Interface:<ul><li>Developed an interactive web app using Streamlit.</li><li>Sidebar allows clinicians to input diagnostic values via sliders.</li><li>Real-time output: Benign or Malignant prediction, with summary table.</li></ul></li><li>Model Deployment:<ul><li>Serialized the model and scaler using Pickle for reuse.</li><li>Implemented prediction logic and UI in separate, modular scripts.</li></ul></li><li>Explainability (Planned):Integration of SHAP values to interpret the model’s predictions and visualize feature importance.</li><li>Tools &amp; Technologies:Python · scikit-learn · Pandas · NumPy · Streamlit · SHAP · Pickle</li></ul>