DS / Department overview

Data Science

From dependable pipelines to causal judgment, data becomes evidence that can be explained, challenged, and acted upon.

Department codeDS
Study levelsBSc · MSc · PhD
Learning modelCourses · labs · real projects
DS / 01

Statistical modeling, data engineering, machine learning, visualization, and decision support.

Specialist pathways

Choose your disciplinary depth

Each pathway shares the department foundation, then develops clear professional capability through studios, laboratories, and research.

01DS-ENG

Data Engineering & Platforms

Build scalable pipelines, storage systems, and high-quality data products.

ProgressionData engineer, platform engineer, data product lead
02DS-CAU

Statistical Modeling & Causal Inference

Use probability, experimental design, and causal methods to distinguish correlation from effect.

ProgressionStatistician, experimentation scientist, policy analyst
03DS-VIS

Visual Analytics & Decision Science

Understand complex public and scientific systems through interactive visualization and decision models.

ProgressionVisualization researcher, decision scientist, public-data adviser

Core curriculum

A sequence from foundations to integrated practice

Statistical modeling, data engineering, machine learning, visualization, and decision support.

  1. 01
    CourseIntroduction to Data Science
  2. 02
    CourseProbability and Statistics
  3. 03
    CourseData Management
  4. 04
    CourseData Engineering
  5. 05
    CourseData Mining
  6. 06
    CourseMachine Learning
  7. 07
    CourseExperimental Design
  8. 08
    CourseData Visualization
  9. 09
    CourseBig-Data Systems
  10. 10
    CourseCausal Inference
  11. 11
    CourseData Ethics
  12. 12
    CourseData Science Project
Teaching & research platform

Data Intelligence & Visual Analytics Platform

From dependable pipelines to causal judgment, data becomes evidence that can be explained, challenged, and acted upon.

Alan Holter
Academic leadership

Alan Holter

艾伦·霍尔特

Head of Data Science · Professor