Development machine learning device and using method thereof

Abstract

The invention discloses a development machine learning device, and the device comprises: a machine learning platform which is a platform for mining value information from mass data based on the FusionInsight HD distributed storage and a parallel computing technology; a deep learning platform which is an enterprise-level deep learning modeling platform and can enable customer algorithm developers to efficiently manage data sets, develop algorithm codes, evaluate models and predict service release experience and reduce deep learning modeling thresholds; and a reasoning platform which is mainly used for completing multi-algorithm unified management and task containerized heterogeneous resource unified scheduling, assisting clients to realize cluster computing power sharing and reducing the operation and maintenance cost of the AI system. The development machine learning device is a developer-oriented one-stop development platform, provides mass data preprocessing and semi-automatic labeling, large-scale distributed training, automatic model generation and end-edge-cloud model on-demand deployment capability, and helps a user to quickly create and deploy a model and manage full-cycle AI workflow.

Description

technical field [0001] The invention belongs to the technical field of artificial intelligence, and in particular relates to a development machine learning device and a method for using the same. Background technique [0002] AI technology, especially machine learning technology represented by deep learning, has developed rapidly in recent years and has gradually landed in many industries and achieved good application results. The implementation of AI benefits from the following three aspects: [0003] Data is the oil of AI. Data collection methods are becoming more and more abundant, data processing costs are getting lower and lower, and the amount of data accumulated in various industries is increasing exponentially, providing the most solid guarantee for the application of AI technology. [0004] The computing power of AI chips is getting stronger and stronger. In recent years, Nvidia has successively launched P4, P40, P100, and V100 series GPU cards. Domestic companies...

AI Technical Summary

Problems solved by technology

[0006] The amount of data in existing learning devices is increasing, the acceleration resources are expensive, difficult to obtain, the calculation process is more and more time-consuming, there are many tools, the learning cycle is long, and the model is becoming more and more complex. Therefore, we propose a development machine learning Device and method of use thereof, to solve the problems mentioned in the background art above

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