Scénarios Métiers

Cas d'usage réels et workflows complets

285 Scénarios trouvés
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image annotateImages

Manufacturing: Circuit Board Defect Visualization

Contexte :
A factory uses automated optical inspection to find defects on circuit boards. After a detection model identifies defect coordinates, this scenario uses `annotateImages` to draw bounding boxes arou...
image annotateImages

Medical Imaging: Highlighting Anomalies with Missing Data

Contexte :
A radiologist is reviewing a batch of brain MRI scans. A preliminary AI model has identified potential anomalies (e.g., tumors) and marked their centers with coordinates. However, not all scans hav...
image annotateImages

Autonomous Driving: Multi-Layer Scene Annotation

Contexte :
An autonomous vehicle's perception system identifies objects (cars, pedestrians), classifies drivable areas (road, lane markings), and plans a trajectory. This complex scenario tests the ability of...
neuralNet annTrain

Standard Case: Predicting Industrial Machine Failure with an MLP

Contexte :
An industrial manufacturing company wants to implement a predictive maintenance program. The goal is to train a neural network to predict imminent machine failure based on real-time sensor data. Th...
neuralNet annTrain

Performance Test: Training on Large-Scale Telecom Churn Data with SGD

Contexte :
A major telecommunications provider needs to build a customer churn prediction model using a dataset of several million subscribers. Due to the data volume, training efficiency is critical. The mod...