Introducing the annual INR 25,000 event, Project Jupyter, hosted by the Army Institute of Technology, Pune, India. Where participants will be faced with a deep learning problem statement and present their solutions. This event is designed to challenge participants' knowledge and skills in Artificial Intelligence and Deep Learning. Participants will have the opportunity to apply various AI/DL techniques to build a model that can accurately solve the given problem. This year’s event is powered by Deep Info Lab, an IT services company based in New Delhi, India that uses the uncharted potential of Deep Learning and Artificial Intelligence to provide smart and customized services to individuals and businesses. They also create products that streamline the digital workspace of professionals. This challenge will involve a deep learning task with images as data. The task is to use these images and denoise them using autoencoders or deep learning models of your preference. The dataset is divided into the following: **Input** - Noisy Images with multiple resolutions **Output** - Denoised Images with original resolutions **Submission** - Unpacked individual pixel values with ID to correlate pixel locations.