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
606 projects · 13 streams · every class
Machine learning projects on public data: classifiers, vision, language, recommendations and forecasting, with honest evaluation.
23 Artificial Intelligence 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.
Artificial Intelligence · NLP
Train a model on a public SMS dataset to separate spam from normal messages.
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.
Artificial Intelligence · Machine Learning
Evaluate five classifiers on the same public dataset with cross-validation and report the differences properly.
Artificial Intelligence · NLP
Answer common questions about your school with keyword matching and a fallback reply.
Artificial Intelligence · Computer Vision
Find visually similar images by comparing feature vectors from a pretrained network.
Artificial Intelligence + Marketing
Group customers by spending behaviour with k-means and describe each group in plain words.
Artificial Intelligence + Teaching and Learning
Survey classmates anonymously and model how sleep, study hours and screen time relate to marks.
Artificial Intelligence + Media and Journalism
Train a classifier on a public dataset and show why it learns the source's style, not the truth.
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.
Artificial Intelligence · NLP
Pick the most important sentences of an article using word frequency and TextRank.
Artificial Intelligence + EdTech and Study Tools
Compare a set of documents pairwise and highlight overlapping passages.
Artificial Intelligence · Speech
Record speech, transcribe it with an open model and measure the word error rate.
Artificial Intelligence · Computer Vision
Collect images of static signs, train a classifier and test it with people who did not provide training data.
Artificial Intelligence · Computer Vision
Use a pretrained detector to count vehicles crossing a line in traffic footage.
Artificial Intelligence + Crops, Soil and Horticulture
Combine public district rainfall and yield data and test how much of yield rainfall explains.
Artificial Intelligence · Reinforcement Learning
Implement Q-learning for a grid world and watch the agent learn the shortest path.
Artificial Intelligence · Computer Vision
Detect hand landmarks from a webcam and map gestures to next and previous slide.
Artificial Intelligence · NLP
Train a model to label reviews positive or negative and study what it gets wrong.
Artificial Intelligence + Cybersecurity
Detect faces in photos and blur them automatically before sharing.
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