Reads your hand signs and translates them to English words using Tensorflow object detection API
The model is built using transfer learning from pretrained model ssd_mobilenet model
The dataset is made manually by running the Image Collection python file that collects images from your webcam for all the mentioned below signs in the American Sign Language :

• Hello ✋
• I Love You 💙
• Thank you 😺
• Please 🥺
• Yes ✔️
• No ❎

The image annotations is done with the help of LabelImage file which you can use by simply git cloning the following:
Git link

The model was made only with help of Nicholas Renotte tutorial He's an inspiration!