Skip to main content
impact
about
our story
explore our impact
careers and opportunities
join us
open science
sharing science to speed discovery
open science week
celebrating open science
team science
people & teams
discovery is a team effort
allenites
the people who make our work possible
advisors
their input shapes our science
board of directors
they help us fulfill our mission
shanahan foundation fellowship
at the interface of data and neuroscience
next generation leaders
fostering emerging leaders in bioscience
research
overview
our approach
science at the scale of greatest impact
publications
explore our publications
open science
sharing science to speed discovery
science accelerators
brain science
building a blueprint of the brain
cell science
understanding how cells become organs
neural dynamics
revealing the brain’s hidden algorithms
immunology
creating the ultimate immune system reference
synthetic biology
seattle hub for synthetic biology
education
overview
science education
science is for everyone
open science
sharing science speeds discovery
engagement
education resources
real science. real skills.
field trips
experience science where it happens
educator development
empowering educators
news
overview
all news
explore the latest news
podcast
the human stories behind discovery
sign up for our newsletter
stay connected to our science
events
overview
all events
public engagement, workshops, seminars and more
conferences
connect with us
science resources
science resources
allencell.org
allenimmunology.org
allenneuraldynamics.org
brain-bican.org
brain-map.org
microns-explorer.org
impact
back to menu
team science
our story
explore our impact
careers and opportunities
join us
open science
sharing science to speed discovery
open science week
celebrating open science
team science
people & teams
discovery is a team effort
allenites
the people who make our work possible
advisors
their input shapes our science
board of directors
they help us fulfill our mission
shanahan foundation fellowship
at the interface of data and neuroscience
next generation leaders
fostering emerging leaders in bioscience
research
back to menu
overview
our approach
science at the scale of greatest impact
publications
explore our publications
open science
sharing science to speed discovery
science accelerators
brain science
building a blueprint of the brain
cell science
understanding how cells become organs
neural dynamics
revealing the brain’s hidden algorithms
immunology
creating the ultimate immune system reference
synthetic biology
seattle hub for synthetic biology
education
back to menu
overview
science education
science is for everyone
open science
sharing science speeds discovery
engagement
education resources
real science. real skills.
field trips
experience science where it happens
educator development
empowering educators
news
back to menu
overview
all news
explore the latest news
podcast
the human stories behind discovery
newsletter
stay connected to our science
events
back to menu
overview
all events
public engagement, workshops, seminars and more
conferences
connect with us
science resources
back to menu
science resources
allencell.org
allenimmunology.org
allenneuraldynamics.org
brain-bican.org
brain-map.org
microns-explorer.org
search
education

Teaching and learning with python

Explore resources to introduce undergraduate students in the life sciences to Python programming

resource type / 
Interactive Activity
topic / 
neuroscience
published / March 6, 2026
audience / 
Undergraduate
Laptop displaying code on desk with blurred people collaborating in background office setting.
share/
This is some text inside of a div block.

in this lesson

table of contents will display on published page only
set h2 to populate the table of contents here
lesson

contributors

Rachel Penton
Education and Engagement Supervisor
Saskia de Vries
Associate Director, Data and Outreach

Want to incorporate coding into your neuroscience course?

Explore our openly available teaching resources designed to support instructors in introducing Python programming using real neuroscience datasets. Whether you’re new to coding or looking to deepen your students’ skills, our materials are tailored to help you scaffold coding instruction in a biologically meaningful context.

Audience: Undergraduate educators teaching neuroscience or a related discipline.

Instructor pointing to a screen with a presentation in a room full of educators.
Ashley Juavinett leading a session on teaching Python to undergraduate biology students at the 2025 Open Science in Undergraduate Education Symposium.

‍

Featured Resources:  

Workshop Resources (Beginner):

  • Access Colab notebooks and resources that were shared with attendees at the 2025 Coding with Allen Institute Data Workshop, led by Ashley Juavinett (USCD), Theresa H. McKim (UNR), and Rachel Penton (Allen Institute). Includes resources that cover basic Python concepts such as objects, data structures, control flow, and functions. These notebooks assume little-to-no prior experience with Python.

Epilepsy Case Study (Beginner):

  • This Colab notebook, written by Theresa H. McKim (UNR) and based on the work of Milligan et al. (2023), walks students through how to investigate questions of interest about epilepsy by using open data from the Allen Institute’s cell types database. This notebook is suitable for students with little-to-no prior experience with Python.  

Visual Coding (Moderate):

  • A collection of three Colab notebooks created by Saskia de Vries (Allen Institute) suitable for neuroscience students with prior Python experience. These notebooks guide students through analyzing an openly available 2-photon calcium imaging dataset from the Allen Brain Observatory.  

‍

Terms of use: This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0). To view a copy of this license, visit https://creativecommons.org/licenses/by-nc-sa/4.0/.

featured education resources

explore more resources
brain science
cell science
immunology
neural dynamics
synthetic biology
Early Career Scientists
Health Care Providers
Students
Doctors
Teachers
Postdocs
Scientists
Educators
General Public
Middle School
High School
Undergraduate
Graduate
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Microscopic view of cells with fibrous cytoplasm and dark nuclei
Lesson Plan
A virtual laboratory on cell division
Explore the process of mitosis by analyzing real cell images
Histological cross-section of human ear and cerebellum tissue stained with purple dye
Lesson Plan
Exploring pathways in the brain
Explore open access datasets on neuroanatomy, gene expression, and brain connectivity
Cross-section of human brain showing cerebral hemispheres and internal structures on black background
Lesson(s)
Understanding Alzheimer’s disease
Explore how scientists study Alzheimer’s disease using transcriptomics and immunolabeling
Scientific microscopy setup with illuminated optical equipment and sample preparation components
Publication
A case study in the search for epilepsy therapeutics
Read about how undergraduate educators used the Allen Cell Types Database to create an in-class case study
Colorful scattered paint splatters and brush strokes in various colors on white background.
Explainer
What is a UMAP?
Learn how to interpret and analyze these colorful 2-dimensional graphs
Chocolate chip cookies baking on dark baking sheet or parchment paper.
Lesson Plan
Brain donation & bioethics
Learn about the process of brain donation and the importance of bioethics in neuroscience research
Previous
load more resources
2 / 5
we acceleratedevelopcatalyzeimpact

science done differently. shared openly.

explore our accelerators

brain science

Mapping every cell, connection, and circuit in the brain—openly shared with the world.

cell science

Decoding how cells become tissues, then programming that knowledge into powerful new research tools.

neural dynamics

Revealing the brain's hidden algorithms that transform neural activity into real-world behavior.

immunology

Creating the deepest open reference for the healthy human immune system ever built.

synthetic biology

Engineering cells to record their own histories, transforming how we understand disease over time.

research

Big questions, open answers, and science built to be shared.

education

Inspiring the next generation of scientists through open science resources.

impact

Our science is empowering researchers and advancing health worldwide.
advancing science through open, collaborative research
Get the allen institute newsletter
Stay informed on the latest breakthroughs in neuroscience, bioscience, and AI-driven research.
allen institute
impactpeople & teamscareers & opportunitiesalumnihistory & founder
science resources
allencell.orgallenimmunology.orgallenneuraldynamics.orgbrain-bican.orgbrain-map.orgmicrons-explorer.org
research
brain sciencecell scienceneural dynamicsimmunologysynthetic biologypublications
education
science educationfield tripsprofessional developmenteducation resources
quick links
newseventsopen sciencepodcastscience resourceshuman brain donationvisit uscontact
follow us/

allen institute, 615 Westlake Ave North, Seattle, WA 98109 +12065487055

© 0000 allen institute. all rights reserved.
privacy policyterms of usecitation policyemployee portalpolicy & compliancecookie settings