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The corona virus spread very fast than any other virus in the world including China, Europe, USA and India. AI and deep learning are used in the healthcare sector for different purpose. This paper is written with respect early detection of lung deceases by using chest X ray with the help of Deep learning based pipeline for easy, Cheaper and perfect detection. Further, this paper is aim at developing a deep learning model for detection of lung deceases like TB, Phunumonia fibtrosis lung cancer and Covid 19 Using Chest X-ray. However in this paper this model will be tested specifically on Covid 19. This deep learning pipeline can also be applied for detecting any type of disease whether it is fibrosis, tuberculosis, lung cancer or any other disease by providing it the dataset of the disease which you want to detect. We have made a classifier with sensitivity of 98 percent and specificity of 98 percent and an overall model training accuracy is 98 percent itself. This paper can be a way forward for further research in the field of deep learning and its use in medical field.