AI-Projects-for-Healthcare

This repository is included artificial intelligence, machine learning, data science, computer vision projects related to healthcare.

Information about completion: ✅(Complete), 🚧 (Work in Progress), ❌ (Incomplete)

Table of Contents

• AI-Projects-for-Healthcare
  • Table of Contents
  • Projects in Bootcamp Education
  • Projects in Healthcare + Artificial Intelligence Education
  • Research Projects

Projects in Bootcamp Education

• Breast Cancer Classification ✅: The aim of this project is classification the tumors into malignant or benign with machine learning techniques.
• Detecting COVID-19 with Chest X-ray using PyTorch ✅: The aim of this project is detection COVID-19 on the chest x-ray images by using PyTorch. The dataset is taken from Kaggle.
• Diabetes Prediction with PySpark MLLIB ✅: The aim of this project is to build logistic regression model using PySpark MLLIB to classify patients as either diabetic or non-diabetic. This project is a Guided project(Link) available on Coursera.
• Heart Failure Data Analysis ✅: The aim of this project is to make a detailed exploratory data analysis on the Heart Failure Prediction dataset which is taken from Kaggle by using the plotly library.
• Relationship between COVID-17 & Happiness in that Country ✅: The aim of this project is to work on whether where is any relationship between the spread of the coronavirus in a country and how happy people are living in that country or not. The dataset is taken from COVID-19 dataset published by Johns Hopkins University and World Happiness Report.

Projects in Healthcare + Artificial Intelligence Education

• DNA Classification Project ✅: The aim of this project is to find out whether the DNA sequence is the promoter.
• Heart Disease Classification Project ✅: The aim of this project is to predict the condition of her/his disease throughout a classification algorithm based on a neural network. The dataset is taken from UCI Machine learning Respiratory.
• Diagnosing Coronary Artery Disease Project ✅: The aim of this project is to predict the condition of her/his disease throughout a classification algorithm based on a neural network.
• Breast Cancer Detection ✅: The aim of this project is to predict the breast cancer from a digitized image of a fine needle aspirate (FNA) of a breast muscles

Research Projects

• The projects here are included in different repository.
• Chest X-Ray Image Classification by using PyTorch, CNN (Pneumonia)✅
• Pneumonia Detection on Chest X-ray Images with Deep Learning (Keras) ✅
• Estimating the Probability of Confirmed COVID-19 Cases Taking into the Intensive Care Unit (ICU) ✅
• OP1 - Prediction of the Different Progressive Levels of Alzheimer's Disease ✅
• OP2 - Prediction of the Different Progressive Levels of Alzheimer's Disease with MRI data ✅
• Low Grade Glioma Segmentation ✅
• Multiple Sclerosis Lesion Segmentation from Brain Magnetic Resonance Images via Fully Convolutional Neural Network 🚧
• Magnetic Resonance Imaging Comparisons of Demented and Non-demented Adults 🚧