topic lists

List of the topics to blog about

ML

• MLOps
• SVM
• dimension reduction (PAC, t-sne, etc.)
• lienar regression (modeling, interpretation, hypothesis)

• tree models

DL

• attention mechanism
• meta-learning
• PINN
• generative AI (autoencoder, vae, gan, diffusion, score models)
• NLP (basics, landmark papers, etc.)
• scalable AI
• zero-shot, few-shot, online learning
• student-teacher networks
• reinforcement learning

Optimization

Gradient-free optimization:

Numerical Calculus: