Show HN: We Let Machine Learning Design Your Logos
designwithai.com
designwithai.com
It's basically get an icon, place it on a canvas. Take the brand name, and either put it on the right of the icon or beneath it.
- What color scheme to use? We generate this using machine learning (random forests)
- What fonts combinations to use (We are trying to do this using font embeddings)
- What icon to select given the company name and description (We use word embeddings right now for this. We are also going to use Conv Nets and Auto Encoders to get better icon representations).
- Out of the hundreds of logos we generate using genetic algorithms, which ones to show to user? (This is an image classification problem and we're working on using Conv Nets here).
These are just some of the aspects where we are applying ML. Some of the features are being used and some are being developed.
Please let me know if you have any other questions. Happy to chat more about this.
On the technical side, we are trying to automate as much as we can. One example of this would be a feature that we are working on right now which uses GANs to generate icons from scratch. Another is icon coloring using Conv Nets. These features are still in progress but you can see where we want to go. We want to do away with rules and let the ML algorithms decide everything for us. This addresses one of the limitations of our competitors that we observed - a lot of redundancy because of some rule based aspects of their products.
Happy to chat more about this.