Road To Master

This is a repository for some data scientist stuff. You can check the issues for the latest research notes.

deprecated

Highlights

Overall

• 📚 The spike of deep generative models
• 🪤 The spike of recommender system
• 👁️ The spike of computer vision
• 📉 The spike of time-series
• 🛠️ The note of the foundation component of AI

Slides

• 2023-02. 👀 Slide of GLIP, include DETR and MDETR
• 2023-01. 🦾 Slide of ContrastVAE, which is the SOTA in recommender system
• 2022-09. 🌊 Slide of Diffusion Model, include proof and lot of note.
• 2022-05. 🤖 Slide of VAECF, include the derivation of ELBO

Repository Structure

Folder	Description
domains	The interesting paper of different domains
tips	Some tips for data science
tools	Some tools for data science
mlops	Notes on model deployment and ML operations