Data Science for All

Middle School
Middle School Workshop 2024

The Data Science for All program introduces students to the fundamental principles of data science and machine learning. Students learn core concepts such as data modeling, cleaning, wrangling, and visualization, alongside basic Python programming for data processing. The program also covers foundational machine learning techniques, including model training, classification, and sentiment analysis. The program leverages the open-source Texera platform to make these concepts accessible to students with limited computing backgrounds

El Camino College Workshop

11/7/25-11/9/25: A three-day no-code/low-code data science workshop instructed by El Camino College students, who adapted and replicated the DS4ALL workshop for their community college peers.

High School Summer Programs

Summers of 2023 – 2025: An NSF-funded summer program to teach high-school students data science and AI/ML. The experience of this program was presented and shared at Data Science Education K-12 conference (DSE-K12 2025), held from February 17-19 in San Antonio, TX.

Middle School Workshop

7/21/2025: we taught 32 middle school students data science, AI, and ML using Texera.

Data Science for Bio Engineering Applicants

11/13/2024: As part of a six-week hybrid program that introduces data science concepts to engineering undergraduate students, we taught students data science in bio engineering.

ICS 80: Data Science and AI/ML Using Workflows

Spring 2024: In this course at UCI, we taught 42 undergraduates, most of whom are not computer science majors, to learn data science and AI/ML.

Cerritos College Workshop

11/16/2024 and 11/23/2024: A two-day workshop designed for non-CS students to learn data science and ML without a single line of coding. The workshop was hosted on two Saturdays in Nov 2024.