Machine learning
ML · maschinelles Lernen
Instead of programming rules, you show a model examples and it learns the pattern. Quality depends on the data more than on the algorithm.
01In short
Instead of programming rules, you show a model examples and it learns the pattern. Quality depends on the data more than on the algorithm.
In productionMost AI projects that pay rent are unglamorous ML: classification, forecasting, routing.
02Video
slot · videoMachine learning in 90 secondsadd: GUIDES['machine-learning'].video
03Guide
slot · guide
A step-by-step guide for “Machine learning” goes here. Suggested outline:
- What it is — in one paragraph
- Why it matters in production
- How to do it — 3 to 7 steps
- Pitfalls we see in the field
04Checklist
slot · checklist
Four to eight things a team can tick before go-live.
05FAQ
slot · FAQ
The three questions clients actually ask about “Machine learning”.
06Related terms
BasicsDeep learningMachine learning with neural networks of many layers. It is behind speech recognition, image recognition and every modern language model.BasicsTrainingAdjusting a model’s parameters on data until it performs a task. Frontier-scale training is rare; most companies adapt existing models instead.Training & adaptationOverfittingWhen a model learns its training examples too well and fails on new ones.
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