Search

One of the most dangerous and incurable diseases in the world is Cancer. The disease comes in various forms and affects individuals differently. Out of which, skin cancer is the most widespread type. Melanoma being a deadly disease can be cured through a minor surgery when caught early by the dermatologists. The project is to build a Convolutional Neural Network (CNN) model which uses a data set of images from Kaggle provided by Society for Imaging Informatics in Medicine (SIIM), which is used along with image processing techniques to identify melanoma among the dataset and classify images in a way to predict whether a given medical image is affected by melanoma or not. This model helps dermatologists identify the affected patient as early as possible and allows immediate action to be taken by the doctor which could result in saving the life of a patient. [ABSTRACT FROM AUTHOR]

Extracting the main points from a long passage is a big problem. We come across hundreds of passages in our professional life daily, if they are small and concise then that's good but if there is a passage of 100 plus lines which could be condensed and delivered or explained it in a few lines it would be more excellent time-saving effortless stress-free work. We all know the essence of any paragraph can be described in just a few necessary sentences whereas the passages need more grammatical content and sentence formation which makes the passages so long. So in this paper, a new method for paragraph summarization is presented. There is continuous research and new methods are being implemented and tested to make the machine to be able to understand the text and take respective actions. In this paper, we used word frequency algorithms and NLTK methods and functions to extract the main points from a paragraph and made it available in desired language audio formats. Several novels/books are being released in audio format for ease of understanding and some websites, as well as YouTube channels, are present over the internet to explain the essence of the novels/books. There are so many passages which have a lot to read and understand but could be made simple. [ABSTRACT FROM AUTHOR]