Teddy Cup Pre-Competition Training: A "Leisurely Chat" on Data Mining and Modeling

Teddy Cup Pre-Competition TrainingTeddy Cup Pre-Competition Training

At the invitation of Guangzhou Teddy Technology, I recorded a pre-competition training video for the Teddy Cup data mining competition. The content is basically a survey of various common mathematical models and how to get started with them, taking a somewhat unusual approach to string together Naive Bayes, HMM, logistic regression, ensemble models, neural networks, deep learning, and more. The video is pitched at an entry level in terms of difficulty—though, admittedly, truly mastering and integrating all of this material would probably take an old hand.

In any case, I'll just share it briefly here. Comments, suggestions, and even criticism are all welcome.

PPT download: Teddy Cup Pre-Competition Training PPT.zip

Video link: http://moodle.tipdm.com/course/view.php?id=18

English translation of a post from 科学空间 | Scientific Spaces by 苏剑林. Original: https://kexue.fm/archives/4271
Translated automatically with claude-sonnet-5; all equations are reproduced verbatim from the source. Copyright remains with the original author.