This repository contains a curated collection of Artificial Intelligence, Machine Learning, Data Science, and Computer Vision projects focused on healthcare applications.
The projects range from educational implementations to applied research studies in medical imaging, clinical data analysis, and cognitive neuroscience.
- ✅ Complete
- 🚧 Work in Progress
- ❌ Incomplete
- Projects in Bootcamp Education
- Projects in Healthcare + Artificial Intelligence Education
- Research Projects
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Breast Cancer Classification ✅
Classification of breast tumors as malignant or benign using classical machine learning techniques. -
Detecting COVID-19 with Chest X-ray using PyTorch ✅
Detection of COVID-19 from chest X-ray images using PyTorch.
Dataset: Kaggle – COVID-19 Radiography Database -
Diabetes Prediction with PySpark MLLIB ✅
Logistic regression model built with PySpark MLLIB to classify patients as diabetic or non-diabetic.
Guided project: Coursera -
Heart Failure Data Analysis ✅
Exploratory data analysis of the Heart Failure Prediction dataset using Plotly.
Dataset: Kaggle – Heart Failure Clinical Data -
Relationship between COVID-19 & Happiness Across Countries ✅
Analysis of the relationship between COVID-19 spread and national happiness levels.
Datasets: Johns Hopkins University COVID-19 data and World Happiness Report.
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DNA Classification Project ✅
Classification of DNA sequences to identify promoter regions. -
Heart Disease Classification Project ✅
Prediction of heart disease status using neural network–based classification models.
Dataset: UCI Heart Disease Dataset -
Diagnosing Coronary Artery Disease ✅
Neural network–based classification for coronary artery disease diagnosis. -
Breast Cancer Detection ✅
Breast cancer prediction from digitized fine needle aspirate (FNA) images.
The following projects are maintained in separate repositories and represent applied or research-oriented work:
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Chest X-Ray Image Classification (Pneumonia) ✅
CNN-based pneumonia detection on pediatric chest X-ray images using PyTorch. -
Pneumonia Detection on Chest X-ray Images (Keras) ✅
Deep learning–based pneumonia detection using Keras/TensorFlow. -
COVID-19 ICU Admission Probability Estimation ✅
Estimation of ICU admission probability for confirmed COVID-19 patients using predictive modeling. -
Alzheimer’s Disease Progression Prediction (OP1) ✅
Prediction of progressive stages of Alzheimer’s disease using clinical data. -
Alzheimer’s Disease Progression Prediction with MRI (OP2) ✅
Prediction of Alzheimer’s disease stages using MRI-based features. -
Low Grade Glioma Segmentation ✅
Segmentation of low-grade gliomas from brain MRI scans using deep learning. -
Optimization of Human Sensory Neuron Differentiation for Pain Research ✅
Research project conducted at LifeArc focusing on in vitro human sensory neuron differentiation for analgesic drug testing. -
Distinguishing Cognitive Reading States using Advanced NLP and Transformers ✅
Differentiation of cognitive reading states (Normal Reading vs. Task-Specific Reading) using NLP and transformer-based models on the ZuCo dataset.