IT · Artificial intelligence
AI Gate
Clean data, train models, catch leaks, and ship AI that still holds up in production.
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Inside the gate
8 floors in one semester
Each floor is one 90-minute mission on site, and the floors go from beginner to advanced. Going in order is easiest because each floor prepares the next, but you can join any floor if you have what it asks for.
- Cleared
- Open / live
- Announced
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- Coming this semester
Data Detective
A company's numbers are messed up. Dig through the data and find what really happened.
pandasCleaningQueries - Coming this semester
Picture This
Ten thousand rows, one meeting in five minutes. Tell the story in three charts.
EDAMatplotlibInsight - Coming this semester
First Prediction
Train your first model and make a prediction you can actually defend.
scikit-learnTrain/testMetrics - Coming this semester
Too Good to Be True
99% accuracy on day one. Something is leaking. Find it before it reaches production.
ValidationLeakagePipelines - Coming this semester
AI Under Pressure
Your model is failing and the clock is running. Engineer the features that save it.
FeaturesTuningErrors - Coming this semester
Deep Dive
Go beyond the classics. Build and train a neural network that sees what others miss.
Neural netsPyTorchTraining - Coming this semester
Ship the Mind
A model in a notebook helps no one. Serve it as an API that real people can call.
APIServingMonitoring
What you leave with









