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
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46 Technology projects
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Artificial Intelligence · Deep Learning
Train a small neural network on the MNIST digits and study where it goes wrong.
Artificial Intelligence + Statistics and Probability
Use a public housing dataset to predict price from size, rooms and location.
Software Development + Applied Mathematics
Generate a clash-free timetable from teachers, subjects, rooms and periods.
Artificial Intelligence · NLP
Train a model on a public SMS dataset to separate spam from normal messages.
Cybersecurity · Web Security
Run a training app on your own computer, find the classic flaws, then write the fixed code.
Data · Data Analytics
Pick a public dataset, ask five questions of it and answer each with a chart.
Games, Graphics and New Tech · Blockchain
Implement blocks, hashes, proof of work and validation to see how a chain resists tampering.
Artificial Intelligence · Recommendation Systems
Recommend films from the public MovieLens ratings using item similarity.
Artificial Intelligence + Agricultural Technology
Train a model on public leaf images to tell healthy leaves from diseased ones and test it on your own photos.
Software Development · Backend
Build a service that turns long links into short codes, redirects visitors and counts clicks.
Artificial Intelligence · Machine Learning
Evaluate five classifiers on the same public dataset with cross-validation and report the differences properly.
Artificial Intelligence · Computer Vision
Find visually similar images by comparing feature vectors from a pretrained network.
Data + Operations, HR and Supply Chain
Turn a public retail dataset into a one-page dashboard that answers a manager's questions.
Programming + Cybersecurity
Encrypt and decrypt files with a password using a well-tested library.
Artificial Intelligence + Marketing
Group customers by spending behaviour with k-means and describe each group in plain words.
Systems and Cloud · Networking
Write a server and client that exchange messages over TCP with several users.
Data + Marketing
Find which products are bought together in a public transaction dataset.
Programming · Python
Write a tool that converts headings, lists, links, bold and code blocks from Markdown to HTML.
Artificial Intelligence + Media and Journalism
Train a classifier on a public dataset and show why it learns the source's style, not the truth.
Data · Data Engineering
Take a messy government dataset and produce a clean, documented version with a script.
Artificial Intelligence · Time-Series
Flag unusual readings in a temperature or power series using rolling statistics.
Artificial Intelligence + Earth Science
Forecast tomorrow's temperature from past data and beat the "same as today" baseline.
Software Development + Entrepreneurship
Let students list and find second-hand textbooks on campus and compare prices.
Artificial Intelligence · NLP
Pick the most important sentences of an article using word frequency and TextRank.
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