![people working on a white board](/sites/default/files/styles/max_2600x2600/public/2022-01/9_jupyter_perez_granger750.jpg?itok=PXP4SWIr)
Berkeley Data Stack
The Berkeley Data Stack is a collection of open source tools that help enable large-scale data science research and education efforts across UC Berkeley, including Jupyter Interactive computing notebooks, textbooks, and autograding tools.
![people consulting](/sites/default/files/styles/max_2600x2600/public/2022-01/peer_advising.jpg?itok=W-LNexlg)
Data Peer Consulting
Students help peers on everything from using Jupyter notebooks to learning SQL on an appointment and drop-in basis.
![people talking at computers](/sites/default/files/styles/max_2600x2600/public/2022-01/afg_064_copy.jpg?itok=jJ9-aTwm)
Data Science Education Workshops
Resources from our pedagogy workshops, including the academic resource kit, are available to support instructors in learning and incorporating data science approaches and teaching tools.
![people working at computer](/sites/default/files/styles/max_2600x2600/public/2022-01/sp18-scholars-showcase-ollie.jpg?itok=Eg4DiBDm)
Data Scholars
Data Scholars addresses issues of underrepresentation in the data science community by establishing a community that is welcoming, educational, and empowering for underrepresented and nontraditional students.
![people talking](/sites/default/files/styles/max_2600x2600/public/2022-01/img_0548_copy.jpg?itok=IRo-7Z_5)
Student Opportunities
Students are the heart of our program, helping to create new data science content and courses, support outreach and communications, and advance research.
![stylized graph lines](/sites/default/files/styles/max_2600x2600/public/2022-01/prob_140_logo.png?itok=SjQW0YR3)
Textbooks
Berkeley's core data science classes use interactive online textbooks that are available to all.
![UC Berkeley's Campanile in the background with yellow ginkgo leaves in the foreground.](/sites/default/files/styles/max_2600x2600/public/2022-10/AdobeStock_233978919.jpeg?itok=8cFUMSYK)
Datahub
Berkeley Datahub refers to the campus infrastructure set up on datahub.berkeley.edu. Datahub is a tool that allows Berkeley’s data science program to utilize cloud computing infrastructure to deploy scalable resources that enable users to interact remotely with a standardized, common computing environment.
![Four people standing and sitting around a computer screen](/sites/default/files/styles/max_2600x2600/public/2023-03/AdobeStock_229207189.png?itok=slWhbbnM)
Application Hub - Undergraduate Student Opportunities
The Data Science Undergraduate Studies student teams' applications for Spring 2023 are now closed! Please check back next semester for more student team opportunities. Please contact ds-teams@berkeley.edu if you have any questions or concerns.