What Is AI? Let the Computer Look at a Picture
Phase V begins! Meet Artificial Intelligence by using one — upload a photo and watch a ready-made AI guess what's in it, in just a few lines of Python.
Python for Kids · Phase V
A Taste of AI — use, teach, and train machine-learning models in Colab.
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AI That Reads Feelings
Type a sentence and watch an AI decide whether it sounds happy or sad. Meet sentiment analysis — and start spotting where AI gets things wrong.
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AI That Writes
Give an AI the start of a sentence and watch it keep going. Meet text generation — the same idea behind chatbots — and learn why it 'predicts' rather than 'thinks.'
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Project: AI Explorer (and Where AI Goes Wrong)
Put all three AIs to the test with your own inputs, keep a log of the clever and the clueless, and start thinking about why AI makes the mistakes it does.
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Learning From Examples
How does a computer 'learn'? The big idea behind all machine learning: instead of writing rules, you show it labeled examples and let it find the pattern.
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Train Your First Model
Three lines of code, and the computer learns to tell penguin species apart from their measurements. Meet scikit-learn, fit, and predict.
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Did It Actually Learn?
Testing a model on the same examples it studied is cheating. Split your data into a study set and a test set, and measure how often the model is really right.
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Project: Build a Guesser
Put the whole machine-learning recipe together — load data, split it, train a model, check its accuracy, and make predictions on your own examples.
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Pictures Are Just Numbers
How can a computer 'see' an image? It can't — but it can read numbers. Discover that every picture is really a grid of brightness values, setting up image AI.
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Train an Image Recognizer
Teach a model to read handwritten digits. Same recipe as the penguins — but now the features are pixels, and your AI learns to recognize images.
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Test It, See the Mistakes, Make It Better
A great score isn't the end. Look at the actual digits your AI got wrong, understand why, and try simple changes to push the accuracy higher.
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Capstone: Teach the Computer (and Use AI Wisely)
The grand finale. Train your own model end to end, present how well it works, and have the most important conversation in AI: how to use it responsibly.