Consequently, I accessed this new Tinder API playing with pynder
There clearly was many photo with the Tinder
I published a program in which I’m able to swipe owing to per reputation, and conserve for each visualize so you can a beneficial likes folder or a great dislikes folder. I invested hours and hours swiping and you will collected regarding the 10,000 photographs.
You to situation I seen, are I swiped left for about 80% of your pages. Because of this, I experienced on 8000 when you look at the hates and you will 2000 from the enjoys folder. This can be a seriously imbalanced dataset. Once the I’ve like couple photographs to the likes folder, new go out-ta miner won’t be better-taught to understand what I favor. It will just know what I dislike.
To fix this issue, I discovered photographs on google of individuals I discovered glamorous. Then i scraped these types of photos and you will used them within my dataset.
Now that I have the images, there are a number of issues. Certain pages keeps images which have numerous family relations. Particular photos is zoomed away. Certain pictures try low quality. It could hard to pull guidance off such a leading adaptation from pictures.
To resolve this matter, I put a beneficial Haars Cascade Classifier Formula to recoup the faces regarding photos following spared they. The fresh Classifier, essentially spends multiple positive/bad rectangles. Continua a leggere