Sohanur Rohanman Sohan: Explainable AI for Anemia Prediction Using Machine Learning
Sohanur Rohanman Sohan, Junior Executive (BOE & IT) at Star News, shared a post on LinkedIn:
“Machine Learning Project Explainable AI for Anemia Prediction
I’m excited to share my recent Machine Learning project:
‘Explainable AI Based Anemia Prediction through Machine Learning’
The objective of this project was to develop a machine learning approach for predicting different anemia and related hematological conditions using CBC (Complete Blood Count) parameters.
Project Overview
- 1,281 patient records
- 14 CBC related features
- 9 diagnostic classes
- Data preprocessing & EDA
- Multiple classification models
- Model evaluation using accuracy, classification reports, and confusion matrices
- Exploration of SHAP-based Explainable AI
Models Explored
Logistic Regression, Decision Tree, Random Forest, XG Boost, KNN, SVM, and Stacking Classifier.
Best observed accuracy: 99.03 percent
Tools and Technologies:
Python, Pandas, NumPy, Scikit learn, XG Boost, SHAP, Matplotlib, Seaborn
Through this project, I strengthened my practical knowledge of Machine Learning, Python, Data Analysis, Model Evaluation, and Explainable AI while working on a healthcare focused problem.
This project is intended for academic and research purposes and is not a clinical diagnostic tool.
I’m excited to continue developing my skills in Machine Learning, Data Science, and Explainable AI and work on more real world problems.”
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