Brain_Tumor_classification

Tackling Brain Tumors with Deep Learning ?

I’m excited to share a recent project I’ve completed: a Brain Tumor Classification system using CNN (Convolutional Neural Networks), trained on grayscale MRI images.

The model is capable of classifying four types of brain conditions:

Glioma

Meningioma

Pituitary Tumors

No Tumor

Key Results:

Training Accuracy: 99.06%

Validation Accuracy: 93.36%

Test Accuracy: 93.5%

F1-Scores across classes exceeded 90%, with some nearing 98%

Real-time single image prediction supported!

️ Tools & Techniques:

TensorFlow & Keras

Image preprocessing with grayscale conversion & resizing

Model evaluation using confusion matrix and classification reports

Visualization of training history for accuracy & loss