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Scaling Data Science Solutions with Semantics and Machine Learning: Bosch Case
Industry 4. 0 and Internet of Things (IoT) technologies unlock unprecedented amount of data from factory production, posing big data challenges in volume and variety.
More Information Supervised Probabilistic Deep Face Embedding Learning
Researches using margin based comparison loss demonstrate the effectiveness of penalizing the distance between face feature and their corresponding class centers.
Maximum Margin Principal Components
On the other hand, when the loss function for a prediction problem is not the least-squares error, PCA is typically a heuristic choice of dimensionality reduction -- in particular for classification problems under the zero-one loss.
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