marimo in the classroom

Featured this semester

We rotate featured courses each term. Browse every course below.

Binghamton University (SUNY)SSIE 641

Data science & statistics

Advanced Topics in Network Science

In-class network science labs plus a graded Pair Notebook with a Socratic AI tutor.

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University of BergenBINF200

Life sciences

Analysis of Biological Sequences and Structures

Bioinformatics, DNA sequence analysis, and motifs, with exercises on molab.

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University of GrazMOL.824UB

Life sciences

Biostatistics

Descriptive, inferential, and Bayesian statistics with in-browser companion notebooks.

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Dartmouth CollegePSYC 60

Life sciences

DartBrains: Principles of Human Brain Mapping with fMRI

Learn fMRI analysis from a marimo-book textbook, with assignments graded on molab.

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University of MichiganSI 385

Data science & statistics

Data Exploration

Exploratory data analysis, visualization, and statistical testing, with molab as a fallback.

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University of MichiganSI 618

Data science & statistics

Data Manipulation & Analysis

A marimo-only course on wrangling and analyzing data. Students use molab in the browser.

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UNC Chapel HillDATA 791

Life sciences

Data Science Methods in Biological and Health Sciences

Protein sequence analysis and protein language models, with projects on molab GPUs.

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KU LeuvenG0R72A

Data science & statistics

Data Visualisation in Data Science

Build custom data visualizations in Python with anywidget.

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Linköping UniversityTSKS15

Engineering & physical sciences

Detection and Estimation of Signals

Signal detection and estimation theory, taught with lecture notebooks that run in the browser.

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Boston CollegeECON2228

Data science & statistics

Econometrics: Stata Lab

Weekly regression and econometrics notebooks, each with a molab link.

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North Carolina State University

AI & machine learning

Image Processing and Computer Vision

Filtering, image processing, and computer vision across 12 notebooks with molab links.

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Cornell UniversityGuest lectures

Engineering & physical sciences

Intro to Solving PDEs

Finite differences and discontinuous Galerkin methods, with exercises graded via mograder.

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Auburn UniversityBIOL 5800/6800

Life sciences

Introduction to Computational Biology

Sequence alignment, BLAST, and sequence evolution in molab labs and a capstone.

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Loyola Marymount UniversityECON 3300

Data science & statistics

Introduction to Econometrics

Core econometrics built in marimo and exported to run in the browser.

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University of TorontoECE335

Engineering & physical sciences

Introduction to Electronic Devices

Explore semiconductor devices through interactive in-browser notebooks.

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Carnegie Mellon University10-202

AI & machine learning

Introduction to Modern AI

Build toward training a language model, from neural networks to transformers. Homework co-developed with the marimo team.

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Harvard UniversityCS249r

AI & machine learning

Machine Learning Systems

Efficient ML and deployment, taught through 34 interactive in-browser labs.

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Tel Aviv University

Engineering & physical sciences

Mechanical Engineering Metrology and Measurements

Metrology, calibration, and regression in a marimo-book with Open in molab on every page.

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University of Southern DenmarkPT-MM

Engineering & physical sciences

Modelling of Materials

Numerical methods for materials modelling in notebooks students run locally.

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University of Stuttgart

Programming & software

Python Programming for Water Resources Engineering and Research

Python, geospatial analysis, and hydraulics, ported from Jupyter with in-browser versions.

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University of WarwickES98E / PX914

AI & machine learning

Scientific Machine Learning & Predictive Modelling and UQ

Gaussian processes, Bayesian neural networks, and uncertainty quantification, graded with mograder.

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University of TorontoECE350

Engineering & physical sciences

Semiconductor Electronic Devices

Semiconductor physics and devices across 26 interactive lecture notebooks.

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All courses using marimo

School	Course	Topics	Category	Notebooks
TH Köln	Advanced NLP	Machine learning, NLP	AI & machine learning
Technical University of Denmark	Advanced Quantum Mechanics10112	Time-dependent quantum mechanics, spin dynamics	Engineering & physical sciences	Notebooks ↗
Binghamton University (SUNY)	Advanced Topics in Network ScienceSSIE 641	Network science	Data science & statistics	Notebooks ↗
ETH Zurich	Analysis I/II: Interactive Notebooks	Limits, continuity, real analysis	Mathematics	Notebooks ↗
University of Bergen	Analysis of Biological Sequences and StructuresBINF200	Bioinformatics, DNA sequence analysis, motifs	Life sciences	Notebooks ↗
Paris Lodron University of Salzburg	Application Development (Earth Observation)	Earth observation, geospatial app development	Programming & software	Notebooks ↗
University of Alabama	Application Development for the Data-Driven OrganizationMIS 501	Data sources, dataframes, Polars	Data science & statistics	Notebooks ↗
University of Graz	BiostatisticsMOL.824UB	Descriptive, inferential & Bayesian statistics	Life sciences	Notebooks ↗
Oregon State University	Chemical Engineering AnalysisCHE 525	Numerical methods, linear systems, UQ	Engineering & physical sciences	Notebooks ↗
Princeton University	Chemical Kinetics and Reaction EngineeringCBE 504	Reaction kinetics, rate laws, reactor design	Engineering & physical sciences	Notebooks ↗
TU Delft	Computational ScienceTN23015	Numerical methods, computational science	Mathematics	Notebooks ↗
ITIS Mario Delpozzo, Cuneo	Computer Science, Data Science & Machine LearningHigh school	Computer science, data science, machine learning	Programming & software
Dartmouth College	DartBrains: Principles of Human Brain Mapping with fMRIPSYC 60	fMRI, neuroimaging analysis	Life sciences	Notebooks ↗
Ruhr-Universität Bochum / TU Dortmund	Data Analysis Block Course: Statistics & Machine Learning	Statistics, machine learning, data analysis	Data science & statistics	Notebooks ↗
University of Michigan	Data ExplorationSI 385	EDA, visualization, statistical testing	Data science & statistics	Notebooks ↗
University of Michigan	Data Manipulation & AnalysisSI 618	Data manipulation, data analysis	Data science & statistics	Notebooks ↗
University of Florida	Data Science for Clinical ResearchGMS 6803	Clinical research, data science	Life sciences	Notebooks ↗
UNC Chapel Hill	Data Science Methods in Biological and Health SciencesDATA 791	Protein sequences, ML, protein language models	Life sciences	Notebooks ↗
KU Leuven	Data Visualisation in Data ScienceG0R72A	Data visualization, anywidget	Data science & statistics	Notebooks ↗
Universidad de Guadalajara (CUGDL)	Deep Learning para Computer Vision	Neural networks, PyTorch, computer vision	AI & machine learning	Notebooks ↗
Linköping University	Detection and Estimation of SignalsTSKS15	Signal detection, estimation theory	Engineering & physical sciences	Notebooks ↗
Boston College	Econometrics: Stata LabECON2228	Econometrics, regression	Data science & statistics	Notebooks ↗
University of Kentucky	Embedded Systems Undergraduate Labs	Embedded systems, Raspberry Pi	Engineering & physical sciences
Boston University	Foundations of Data Science 2CDS DS 121	Exploratory data analysis, computation	Data science & statistics
University of Luxembourg	Fundamentals of Network Theory	Network theory, graphs	Mathematics	Notebooks ↗
North Carolina State University	Image Processing and Computer Vision	Image processing, computer vision, filtering	AI & machine learning	Notebooks ↗
Cornell University	Intro to Solving PDEsGuest lectures	Finite differences, discontinuous Galerkin	Engineering & physical sciences	Notebooks ↗
Auburn University	Introduction to Computational BiologyBIOL 5800/6800	Sequence alignment, BLAST, sequence evolution	Life sciences	Notebooks ↗
Loyola Marymount University	Introduction to EconometricsECON 3300	Econometrics	Data science & statistics	Notebooks ↗
University of Toronto	Introduction to Electronic DevicesECE335	Semiconductor devices	Engineering & physical sciences	Notebooks ↗
Carnegie Mellon University	Introduction to Modern AI10-202	Neural networks, transformers, LLM training	AI & machine learning	Notebooks ↗
IU Indianapolis	Luddy Summer Camp: Python and Machine LearningHigh school	Python, NLP	AI & machine learning	Notebooks ↗
Harvard University	Machine LearningCS 1810	Machine learning, kernel methods	AI & machine learning
Harvard University	Machine Learning SystemsCS249r	ML systems, efficient ML, deployment	AI & machine learning	Notebooks ↗
Tel Aviv University	Mechanical Engineering Metrology and Measurements	Metrology, calibration, linear regression	Engineering & physical sciences	Notebooks ↗
University of Southern Denmark	Modelling of MaterialsPT-MM	Materials modelling, numerical methods	Engineering & physical sciences	Notebooks ↗
Machine Learning at Berkeley (UC Berkeley)	NMEP / DeCal / IgniteStudent-run	Machine learning	AI & machine learning	Notebooks ↗
UiT The Arctic University of Norway	Pattern RecognitionFYS-3012	Pattern recognition, machine learning	AI & machine learning	Notebooks ↗
Tecnológico de Monterrey	Probabilidad y estadísticaAP6001	Probability, statistics, survey data	Mathematics	Notebooks ↗
Kühne Logistics University	Programming with Python	Python, error handling	Programming & software	Notebooks ↗
Durham University	Python for Chemists	Python fundamentals for chemists	Programming & software	Notebooks ↗
University of Stuttgart	Python Programming for Water Resources Engineering and Research	Python, geospatial, hydraulics	Programming & software	Notebooks ↗
University of Warwick	Scientific Machine Learning & Predictive Modelling and UQES98E / PX914	Gaussian processes, Bayesian neural networks, UQ	AI & machine learning	Notebooks ↗
University of Toronto	Semiconductor Electronic DevicesECE350	Semiconductor physics, electronic devices	Engineering & physical sciences	Notebooks ↗
Stanford University	The Modern Software DeveloperCS146S	AI-native development, coding agents, MCP	Programming & software
Penn State	When Data Meets DesignSC 103N	Data visualization, Python	Data science & statistics
University of Pittsburgh	Writing MachinesCMPINF 1207	Markov chains, RNNs, GPT-2, generative text	AI & machine learning	Notebooks ↗

• TH Köln
  Advanced NLP
  Machine learning, NLP
• Technical University of Denmark
  Advanced Quantum Mechanics10112
  Time-dependent quantum mechanics, spin dynamics
  Notebooks ↗
• Binghamton University (SUNY)
  Advanced Topics in Network ScienceSSIE 641
  Network science
  Notebooks ↗
• ETH Zurich
  Analysis I/II: Interactive Notebooks
  Limits, continuity, real analysis
  Notebooks ↗
• University of Bergen
  Analysis of Biological Sequences and StructuresBINF200
  Bioinformatics, DNA sequence analysis, motifs
  Notebooks ↗
• Paris Lodron University of Salzburg
  Application Development (Earth Observation)
  Earth observation, geospatial app development
  Notebooks ↗
• University of Alabama
  Application Development for the Data-Driven OrganizationMIS 501
  Data sources, dataframes, Polars
  Notebooks ↗
• University of Graz
  BiostatisticsMOL.824UB
  Descriptive, inferential & Bayesian statistics
  Notebooks ↗
• Oregon State University
  Chemical Engineering AnalysisCHE 525
  Numerical methods, linear systems, UQ
  Notebooks ↗
• Princeton University
  Chemical Kinetics and Reaction EngineeringCBE 504
  Reaction kinetics, rate laws, reactor design
  Notebooks ↗
• TU Delft
  Computational ScienceTN23015
  Numerical methods, computational science
  Notebooks ↗
• ITIS Mario Delpozzo, Cuneo
  Computer Science, Data Science & Machine LearningHigh school
  Computer science, data science, machine learning
• Dartmouth College
  DartBrains: Principles of Human Brain Mapping with fMRIPSYC 60
  fMRI, neuroimaging analysis
  Notebooks ↗
• Ruhr-Universität Bochum / TU Dortmund
  Data Analysis Block Course: Statistics & Machine Learning
  Statistics, machine learning, data analysis
  Notebooks ↗
• University of Michigan
  Data ExplorationSI 385
  EDA, visualization, statistical testing
  Notebooks ↗
• University of Michigan
  Data Manipulation & AnalysisSI 618
  Data manipulation, data analysis
  Notebooks ↗
• University of Florida
  Data Science for Clinical ResearchGMS 6803
  Clinical research, data science
  Notebooks ↗
• UNC Chapel Hill
  Data Science Methods in Biological and Health SciencesDATA 791
  Protein sequences, ML, protein language models
  Notebooks ↗
• KU Leuven
  Data Visualisation in Data ScienceG0R72A
  Data visualization, anywidget
  Notebooks ↗
• Universidad de Guadalajara (CUGDL)
  Deep Learning para Computer Vision
  Neural networks, PyTorch, computer vision
  Notebooks ↗
• Linköping University
  Detection and Estimation of SignalsTSKS15
  Signal detection, estimation theory
  Notebooks ↗
• Boston College
  Econometrics: Stata LabECON2228
  Econometrics, regression
  Notebooks ↗
• University of Kentucky
  Embedded Systems Undergraduate Labs
  Embedded systems, Raspberry Pi
• Boston University
  Foundations of Data Science 2CDS DS 121
  Exploratory data analysis, computation
• University of Luxembourg
  Fundamentals of Network Theory
  Network theory, graphs
  Notebooks ↗
• North Carolina State University
  Image Processing and Computer Vision
  Image processing, computer vision, filtering
  Notebooks ↗
• Cornell University
  Intro to Solving PDEsGuest lectures
  Finite differences, discontinuous Galerkin
  Notebooks ↗
• Auburn University
  Introduction to Computational BiologyBIOL 5800/6800
  Sequence alignment, BLAST, sequence evolution
  Notebooks ↗
• Loyola Marymount University
  Introduction to EconometricsECON 3300
  Econometrics
  Notebooks ↗
• University of Toronto
  Introduction to Electronic DevicesECE335
  Semiconductor devices
  Notebooks ↗
• Carnegie Mellon University
  Introduction to Modern AI10-202
  Neural networks, transformers, LLM training
  Notebooks ↗
• IU Indianapolis
  Luddy Summer Camp: Python and Machine LearningHigh school
  Python, NLP
  Notebooks ↗
• Harvard University
  Machine LearningCS 1810
  Machine learning, kernel methods
• Harvard University
  Machine Learning SystemsCS249r
  ML systems, efficient ML, deployment
  Notebooks ↗
• Tel Aviv University
  Mechanical Engineering Metrology and Measurements
  Metrology, calibration, linear regression
  Notebooks ↗
• University of Southern Denmark
  Modelling of MaterialsPT-MM
  Materials modelling, numerical methods
  Notebooks ↗
• Machine Learning at Berkeley (UC Berkeley)
  NMEP / DeCal / IgniteStudent-run
  Machine learning
  Notebooks ↗
• UiT The Arctic University of Norway
  Pattern RecognitionFYS-3012
  Pattern recognition, machine learning
  Notebooks ↗
• Tecnológico de Monterrey
  Probabilidad y estadísticaAP6001
  Probability, statistics, survey data
  Notebooks ↗
• Kühne Logistics University
  Programming with Python
  Python, error handling
  Notebooks ↗
• Durham University
  Python for Chemists
  Python fundamentals for chemists
  Notebooks ↗
• University of Stuttgart
  Python Programming for Water Resources Engineering and Research
  Python, geospatial, hydraulics
  Notebooks ↗
• University of Warwick
  Scientific Machine Learning & Predictive Modelling and UQES98E / PX914
  Gaussian processes, Bayesian neural networks, UQ
  Notebooks ↗
• University of Toronto
  Semiconductor Electronic DevicesECE350
  Semiconductor physics, electronic devices
  Notebooks ↗
• Stanford University
  The Modern Software DeveloperCS146S
  AI-native development, coding agents, MCP
• Penn State
  When Data Meets DesignSC 103N
  Data visualization, Python
• University of Pittsburgh
  Writing MachinesCMPINF 1207
  Markov chains, RNNs, GPT-2, generative text
  Notebooks ↗