Amir's portfolio

Here is my portfolio, showcasing some of my different projects.

Database

Designed a database with necessary queries Using SQL. (Click on the image to see the design or see the repoer from the button below)

Detecting COVID-19 Using Chest X-RAY Images
sed consectetur

This is a prediction model trained with an imbalance dataset containining Chest X-ray images (460 covid cases, 1266 Healty, 3418 Pneumonia cases).
We augmented and tackled the imbalance problem witout leackage to our test dataset and developed multiple coustumes CNN models and pre trained modeled and compared them to one another using relavent metrics ( precision, recall, specificity, and F1-Score, as well as accuracy)
We achieved accuracy and a weighted average of 95% on the test. It is a model that can detect Covid. We did develooped other models with better precision but the recall is pretty high in this model which is effective at detecting Covid cases. .