New programmers sometimes ask me “what project should I work on next?”. This project is one I drafted up for myself because I wanted to build a more complex application with Django and pytorch.
The Turtle Generator Project is an attempt to create a website on which people can submit pictures of turtles and vote on whether machine generated turtles are “turtle” or “not turtle”. The user submissions and votes form a GAN or generative adversarial network, both classifying and producing pictures of turtles, although we may use user submissions as part of our dataset of turtles.
Pages / Components
Draw or Submit turtle component
Drawing component where a visitor can use their mouse or touchpad to to draw a turtle and submit it to the turtles dataset.
A component consisting of a picture of a turtle generated by our backend algorithms and a button which says “turtle” or “not turtle”.
Django frontend + PostgresDB
serves web pages and handles user interaction
votes and turtle drawing submissions are submitted to the MachineLearner system via Celery
submits “turtle image” request to celery queue — gets turtle back
Possibly Reactjs or just django templates
online machine learning system based on pytorch
takes celery tasks and either
generates a picture of a turtle
adds a vote submission to the training data ( classification )
adds a turtle picture submission to the training data
Celery + Redis
Message queue used to handle queuing training tasks