Road To Master
This is a repository for some data scientist stuff.
deprecated
## Highlights ### Overall - 📚 [The spike of deep generative models](./domains/natural_language_processing/spikes/202306.md) - 🪤 [The spike of recommender system](./domains/recommender_system/) - 👁️ [The spike of computer vision](./domains/computer_vision/) - 📉 [The spike of time-series](./domains/timeseries/) - 🛠️ [The note of the foundation component of AI](./domains/utils/) ### Slides - 2023-02. 👀 [Slide of GLIP, include DETR and MDETR](./present/yt/GLIP.pdf) - 2023-01. 🦾 [Slide of ContrastVAE, which is the SOTA in recommender system](./domains/recommender_system/ContrastVAE/assets/slide.pdf) - 2022-09. 🌊 [Slide of Diffusion Model, include proof and lot of note.](./domains/computer_vision/diffusion/assets/DDPM_v3.pdf) - 2022-05. 🤖 [Slide of VAECF, include the derivation of ELBO](./domains/recommender_system/VAECF/assets/vaecf_report.pdf)Repository Structure
| Folder | Description |
|---|---|
| domains | The interesting paper of different domains |
| tips | Some tips for data science |
| tools | Some tools for data science |