Top Anime in 15 years: 2006-2021 Anime ranking.
- requests
- matplotlib
- StyleGAN2 w/ unet discriminator (for anime portrait generation)
- Used crawler to download all image from URLs in dataset
- Encoded tags and filtered common tags
- Build utilities to display data / labels
- Used VGG16 to classify image by label
- Multi-label classification
- BCE loss
- Fine-tuned hyperparameters
- Testing Examples given
- Designed "decay" ranking metrics
- Previous Anime tags will have a "decay" factor, tag added at day
i
will have weight ofe^(j-i)
at dayj
. - Built visualized graph showing anime tag popularity shifting
- Interesting found:
- "Touhou", once popular at 2011-2014, is replaced by "Kantai collection" since 2014.
- People have more variated preference over time.