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
AI/ML Projects 21
AI/ML Project ideas across every stream, with the class, cost, time and materials for each.
21 projects
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
Artificial Intelligence · Recommendation Systems
Build a movie recommender
Recommend films from the public MovieLens ratings using item similarity.
- Advanced
- 2–4 weeks
- Free
Artificial Intelligence + Agricultural Technology
Recognise plant diseases from leaf photos
Train a model on public leaf images to tell healthy leaves from diseased ones and test it on your own photos.
- Advanced
- 1–3 months
- Free
Artificial Intelligence · Machine Learning
Compare machine-learning models on one dataset
Evaluate five classifiers on the same public dataset with cross-validation and report the differences properly.
- Advanced
- 1–2 weeks
- Free
Artificial Intelligence · Computer Vision
Build an image search engine
Find visually similar images by comparing feature vectors from a pretrained network.
- Advanced
- 2–4 weeks
- 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
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
Artificial Intelligence + Media and Journalism
Detect fake news headlines with machine learning
Train a classifier on a public dataset and show why it learns the source's style, not the truth.
- Advanced
- 2–4 weeks
- Free
Artificial Intelligence · Time-Series
Detect anomalies in sensor data
Flag unusual readings in a temperature or power series using rolling statistics.
- Advanced
- 1–2 weeks
- Free
Artificial Intelligence + Earth Science
Forecast daily temperature with time-series methods
Forecast tomorrow's temperature from past data and beat the "same as today" baseline.
- Advanced
- 1–2 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
Artificial Intelligence · Speech
Build a speech-to-text note taker
Record speech, transcribe it with an open model and measure the word error rate.
- Intermediate
- 2–7 days
- Free
Artificial Intelligence · Computer Vision
Recognise Indian sign language letters
Collect images of static signs, train a classifier and test it with people who did not provide training data.
- Advanced
- 1–3 months
- Free
Artificial Intelligence · Computer Vision
Count vehicles in a video with computer vision
Use a pretrained detector to count vehicles crossing a line in traffic footage.
- Advanced
- 2–4 weeks
- Free
Artificial Intelligence + Crops, Soil and Horticulture
Predict crop yield from rainfall data
Combine public district rainfall and yield data and test how much of yield rainfall explains.
- Advanced
- 2–4 weeks
- Free
Artificial Intelligence · Reinforcement Learning
Train an agent to play a simple game
Implement Q-learning for a grid world and watch the agent learn the shortest path.
- Advanced
- 2–4 weeks
- Free
Artificial Intelligence · Computer Vision
Recognise hand gestures to control slides
Detect hand landmarks from a webcam and map gestures to next and previous slide.
- Intermediate
- 2–7 days
- Free
Artificial Intelligence · NLP
Analyse sentiment in product reviews
Train a model to label reviews positive or negative and study what it gets wrong.
- Intermediate
- 1–2 weeks
- Free
Artificial Intelligence + Cybersecurity
Build a face-blurring privacy tool
Detect faces in photos and blur them automatically before sharing.
- Intermediate
- 2–7 days
- Free
0 to compare
Compare