JOB INFORMATION
Data science and machine learning have rapidly gained recognition within the social sciences because they offer powerful new ways to ask questions about social and cultural issues. This course will examine how data science has revolutionized how social scientists study culture by providing new tools to analyze patterns in text data in different contexts and at different scales. More specifically, we will explore how these tools can be used to mine the meaning of text from sources such as social media, transcripts of political debates, books, press releases, surveys, and more. This is a hands-on, interactive course culminating in a social data science project designed by the student or a team of students. Most class sessions will be taught interactively using Jupyter Notebooks. Students will follow along with workshop-style lectures by using and modifying the provided Python code in real time to analyze data and visualize results. The course will cover such topics as gender and racial/ethnic stereotypes, workplace discrimination, climate change, and lifestyles. Students will learn to explore text data with techniques such as word embeddings, topic models, and sentiment analysis, to visualize their results, and to scrape the web (where and when appropriate). Students will gain experience with base Python and tools from libraries useful for data science such as Empath, Gensim, NumPy, Pandas, Scikit-learn, and spaCy.
Details:
SOC 128D
Class Number: 22508
Course Cost: $3699.00
Population: High School, Undergraduate
Units: 4
Interest Area: Social Sciences and Humanities
Course Format & Length: In-Person, 8 weeks
Instructors: Sheridan Stewart
Dates: June 24, 2023 - August 20, 2023
Schedule: MW 1:30 pm-3 pm
Events and Engagement
Workshops
Hosted through the Summer Academic Resource Center (SARC), we offer a variety of educational workshops to complement your academic pursuits. Presenters varying from Stanford affiliates, community partners, and graduate tutors will cover a wide range of topics from academic skills to career exploration. Past workshops included college preparedness, software exploration, and building your professional network.
Stanford Spaces
Explore the intellectual ecosystem of the Stanford campus. Tour museums like the Cantor Arts Center, visit unique campus spaces like the d.school, Frost Amphitheater, and O’Donohue Family Farm, and get to know the unique community of companies and innovators that gather at Stanford Research Park.
Stanford Voices
These small gatherings give you an opportunity to connect with Stanford faculty, fellows, and alumni to hear about their work or research, as well as the road that brought them there. Ask questions and continue your intellectual exploration—whether you're taking a course on the topic this summer or just curious.
