I'll be maintaining my long term reading list here, with the hope of linking each item here into its own post as I go through the list.
- Unsupervised Learning
- Contrastive Learning of Medical Visual Representations from Paired Images and Text - Paper
- Lecture Notes / Videos of Berkeley's Deep Unsupervised Learning course - Website
- Very Deep VAEs - Paper
- Unsupervised Learning of Visual Features by Contrasting Cluster Assignments - Paper
- Misc
- Energy based models for Out of Distribution Detection - Paper, Post
- Attention / Transformers in Vision
- ViLBERT - Paper
- Standalone self-attention in vision models - Paper
- Gaussian Processes - Book
- Paxos
- Alphafold