Debugging and profiling of machine learning model training

Debugging and profiling of machine learning model training

Methods, systems, and computer-readable media for debugging and profiling of machine learning model training are disclosed. A machine learning analysis system receives data associated with training of a machine learning model. The data was collected by a machine learning training cluster. The machin...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Geevarghese, Jeffrey John, Huilgol, Rahul Raghavendra, Stefani, Stefano, Olgiati, Andrea, Ramakrishnan, Lakshmi Naarayanan, Zhukov, Vladimir, Kumar, Vikas, Davydenko, Denis, Lele, Amol Ashok
Format: Patent
Sprache:eng
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
PHYSICS
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Beschreibung
Zusammenfassung:Methods, systems, and computer-readable media for debugging and profiling of machine learning model training are disclosed. A machine learning analysis system receives data associated with training of a machine learning model. The data was collected by a machine learning training cluster. The machine learning analysis system performs analysis of the data associated with the training of the machine learning model. The machine learning analysis system detects one or more conditions associated with the training of the machine learning model based at least in part on the analysis. The machine learning analysis system generates one or more alarms describing the one or more conditions associated with the training of the machine learning model.