Choosing the right problem
Finding the use that pays, and recognising the ones that will fail.
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Hands-on AI and data courses built around the datasets and models on the hub — plus the courses from other providers that people most often recommend.
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Finding the use that pays, and recognising the ones that will fail.
Where the model sits in the workflow, who checks it, and what happens to the exceptions.
Trend, seasonality, honest baselines and time-based testing, using NASA temperatures and bike rentals from the hub.
Transcribe and translate audio with OpenAI's open Whisper model, handle long recordings, and measure accuracy with word error rate.
Classify images with a pretrained ResNet-50 in ONNX Runtime, then adapt a pretrained network to your own categories.