Pneumonia Detection

Description

The Pneumonia Detection AI is a deep learning-based solution that uses VGG16 as a feature extractor for X-ray image classification. This pre-trained model is fine-tuned to detect pneumonia cases in chest X-rays with high accuracy.

🔹 Key Benefits:

✅ High Accuracy Deep Learning Model – Uses VGG16 with transfer learning for pneumonia detection.
✅ Pre-Trained on Medical Data – Fine-tuned on chest X-ray datasets from Kaggle.
✅ Real-Time Image Classification – Quickly distinguishes normal vs. pneumonia cases.
✅ Medical Research & AI Learning – Perfect for AI developers, radiologists, and researchers.
✅ Supports Transfer Learning & Customization – Fine-tune the model with your own dataset.

🔹 Who Can Use This?

✔️ Healthcare Professionals & AI Researchers – Apply deep learning for medical image classification.
✔️ Machine Learning Students & Developers – Learn CNNs, data augmentation, and transfer learning.
✔️ AI-Powered Healthcare Startups – Build pneumonia detection into healthcare apps.

Key Features:

✔ Deep Learning-Based Pneumonia Detection – AI model trained on chest X-ray images.
✔ Pre-Trained VGG16 Model – Uses transfer learning for superior performance.
✔ Fine-Tuned on Kaggle X-ray Dataset – Dataset available for download from Kaggle
✔ Achieves High Accuracy – Model reaches up to 94% accuracy on test data.
✔ Data Augmentation for Improved Generalization – Enhances model performance on new data.
✔ Customizable Training Parameters – Modify batch size, learning rate, and architecture.
✔ Ideal for Research & Educational Use – Train on custom medical image datasets.