Physics + Programming
Simulate projectile motion with air drag in Python
Plot real trajectories with air resistance and compare them with the textbook parabola.
- Intermediate
- 1–2 weeks
- Free
606 projects · 13 streams · every class
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39 projects
Artificial Intelligence · Deep Learning
Classify handwritten digits with a neural network
Train a small neural network on the MNIST digits and study where it goes wrong.
- Intermediate
- 1–2 weeks
- Free
Artificial Intelligence + Statistics and Probability
Predict house prices with linear regression
Use a public housing dataset to predict price from size, rooms and location.
- Intermediate
- 2–7 days
- Free
Artificial Intelligence · NLP
Detect spam messages with a text classifier
Train a model on a public SMS dataset to separate spam from normal messages.
- Intermediate
- 1–2 weeks
- Free
Literature and English + Data
Analyse word use in a novel with a computer
Count words and character mentions in a public-domain novel and see what the numbers reveal.
- Intermediate
- 1–2 weeks
- Free
Games, Graphics and New Tech · Blockchain
Build a simple blockchain
Implement blocks, hashes, proof of work and validation to see how a chain resists tampering.
- Intermediate
- 1–2 weeks
- Free
Environmental Science + Data
Analyse 50 years of your city's temperature data
Download long-term temperature records and test whether your city has warmed, and by how much.
- Intermediate
- 1–2 weeks
- Free
Software Development · Backend
Create a URL shortener with a database
Build a service that turns long links into short codes, redirects visitors and counts clicks.
- Intermediate
- 1–2 weeks
- Free
Aerospace Engineering + Astronomy and Space
Simulate a satellite orbit
Integrate Newton's law of gravity to draw circular, elliptical and escape orbits.
- Intermediate
- 1–2 weeks
- Free
Data + Operations, HR and Supply Chain
Build a sales dashboard
Turn a public retail dataset into a one-page dashboard that answers a manager's questions.
- Intermediate
- 1–2 weeks
- Free
Programming + Cybersecurity
Make a file encryption tool
Encrypt and decrypt files with a password using a well-tested library.
- Intermediate
- 2–7 days
- Free
Artificial Intelligence + Marketing
Cluster customers into groups
Group customers by spending behaviour with k-means and describe each group in plain words.
- Intermediate
- 1–2 weeks
- Free
Systems and Cloud · Networking
Build a chat system on raw sockets
Write a server and client that exchange messages over TCP with several users.
- Intermediate
- 2–7 days
- Free
Electronics and Communication + Data
Filter noise from an audio recording
Record speech with a hum, find the hum's frequency and remove it with a digital filter.
- Intermediate
- 1–2 weeks
- Free
Music, Theatre and Writing + Data
Turn data into music
Map a year of temperature or rainfall data to pitch and rhythm and compose a short piece from it.
- Intermediate
- 1–2 weeks
- Free
Programming · Python
Build a Markdown-to-HTML converter
Write a tool that converts headings, lists, links, bold and code blocks from Markdown to HTML.
- Intermediate
- 2–7 days
- Free
Earth Science + Data
Map earthquakes from live data
Download a month of world earthquakes and show that they trace the plate boundaries.
- Intermediate
- 2–7 days
- Free
Artificial Intelligence + Teaching and Learning
Predict student marks from study habits
Survey classmates anonymously and model how sleep, study hours and screen time relate to marks.
- Intermediate
- 1–2 weeks
- Free
Applied Mathematics · Simulation
Simulate a queue at a bank or canteen
Measure real arrival and service times and simulate how the queue changes with one more counter.
- Intermediate
- 1–2 weeks
- Free
Data · Data Engineering
Clean a messy real-world dataset
Take a messy government dataset and produce a clean, documented version with a script.
- Intermediate
- 2–7 days
- Free
EdTech and Study Tools + Programming
Build a quiz bot for revision
Write a program that asks more of the questions you get wrong.
- Intermediate
- 1–2 weeks
- Free
Agricultural Technology + Artificial Intelligence
Monitor crop health with phone photographs
Photograph leaves weekly under the same conditions and track greenness as a sign of health.
- Intermediate
- 2–4 weeks
- Free
Artificial Intelligence · NLP
Summarise long articles with extractive methods
Pick the most important sentences of an article using word frequency and TextRank.
- Intermediate
- 1–2 weeks
- Free
Pure Mathematics + Programming
Visualise fractals with code
Draw the Koch snowflake, Sierpinski triangle and Mandelbrot set and measure a fractal dimension.
- Intermediate
- 2–7 days
- Free
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