Sign language represents an efficient way for individuals with hearing impairments to communicate. We propose a sign recognition systeminto which several tools are integrated to help with the image pre-processing part. By doing so. a machine learning model was developed that does not require a lot of processing power because instead of using the images themselves. https://danddcollectiblers.shop/product-category/crayons/