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Health care diagnosis application is a Deep Learning and Machine Learning based Medical Test online app that predicts numerous diseases such as diabetes, breast cancer, malaria, and pneumonia utilizing the Deep Learning and Machine Learning concepts. We will accomplish this by developing models for various diseases utilizing deep learning techniques such as the Convolutional neural network model and ML algorithms such as the Random Forest algorithm, which can automatically analyze photos and predict the degree of disease in the patient. This automation technique can save a lot of time, screening the process of treating diabetes, breast cancer, malaria, and pneumonia on a wide scale.