Advanced Data Analytics for Business – Deep Learning

The Covarage of This Course

Abstract

This course will equip you with the data analytical techniques that are either the most popular or classic models or the state-of-the-art models in deep learning reign. They are the techniques and practice tools that we really use in the companies (no matter whether it’s REWE, J.P. Morgan, Google, Meta, or BMW). And they are also the domains that are quite dynamically and actively boiling in research.

Date
Oct 6, 2023 12:00 AM — Dec 9, 2023 12:00 AM
Event
Winter Semester 2023/2024

Details:

0. Syllabus:

The syllabus is available here

1. Scope:

Our topics will mainly cover:

  • The basis of probabilistic theory as the foundation,
  • The popular deep learning models including Convolutional Neural Network, Recurrent Neural Network and sequence-to-sequence models, and more.
  • The state-of-the-art models including Self-Supervised Learning, GPT, and so on.
Avatar
Ziyue LI
Professor in Data Mining and Machine Learing

To be a inspiring data science researcher