I worked on a deep learning pill counting and identification system. The model is a quantized MaskRCNN model running on a raspberry pi in real time. I was able to minimize reflections, reduce glare and other unwanted imagery by using a black background during training data collection. I collected and annotated a dataset of about 60 rows using Labelbox.