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# Saving and Loading Model Parameters in the Hybrid Parallel Scenario # Saving and Loading Model Parameters in the Hybrid Parallel Scenario
`Ascend` `GPU` `Model Training` `Intermediate` `Expert`
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- [Saving and Loading Model Parameters in the Hybrid Parallel Scenario](#saving-and-loading-model-parameters-in-the-hybrid-parallel-scenario) - [Saving and Loading Model Parameters in the Hybrid Parallel Scenario](#saving-and-loading-model-parameters-in-the-hybrid-parallel-scenario)
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# Computer Vision Applications # Computer Vision Applications
`Ascend` `GPU` `Whole Process` `Beginner` `Intermediate` `Expert`
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- [Computer Vision Applications](#computer-vision-applications) - [Computer Vision Applications](#computer-vision-applications)
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# Customized Debugging Information # Customized Debugging Information
`Ascend` `GPU` `CPU` `Model Optimization` `Intermediate` `Expert`
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# Dashboard # Dashboard
`Ascend` `GPU` `Model Optimization` `Intermediate` `Expert`
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- [Dashboard](#dashboard) - [Dashboard](#dashboard)
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# Debugging in PyNative Mode # Debugging in PyNative Mode
`Ascend` `GPU` `Model Development` `Beginner` `Intermediate` `Expert`
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- [Debugging in PyNative Mode](#debugging-in-pynative-mode) - [Debugging in PyNative Mode](#debugging-in-pynative-mode)
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# Differential Privacy in Machine Learning # Differential Privacy in Machine Learning
`Ascend` `Data Preparation` `Model Development` `Model Training` `Model Optimization` `Enterprise` `Expert`
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- [Differential Privacy in Machine Learning](#differential-privacy-in-machine-learning) - [Differential Privacy in Machine Learning](#differential-privacy-in-machine-learning)
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# Parallel Distributed Training (Ascend) # Parallel Distributed Training (Ascend)
`Ascend` `Model Training` `Intermediate` `Expert`
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- [Parallel Distributed Training (Ascend)](#parallel-distributed-training-ascend) - [Parallel Distributed Training (Ascend)](#parallel-distributed-training-ascend)
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# Graph Kernel Fusion # Graph Kernel Fusion
`Ascend` `Model Optimization` `Intermediate` `Expert`
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- [Graph Kernel Fusion](#graph-kernel-fusion) - [Graph Kernel Fusion](#graph-kernel-fusion)
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# Host+Device Hybrid Training # Host+Device Hybrid Training
`Ascend` `CPU` `Model Training` `Intermediate` `Expert`
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- [Host+Device Hybrid Training](#hostdevice-hybrid-training) - [Host+Device Hybrid Training](#hostdevice-hybrid-training)
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# Lineage and Scalars Comparision # Lineage and Scalars Comparision
`Ascend` `GPU` `Model Optimization` `Intermediate` `Expert`
<!-- TOC --> <!-- TOC -->
- [Lineage and Scalars Comparision](#lineage-and-scalars-comparision) - [Lineage and Scalars Comparision](#lineage-and-scalars-comparision)
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# MindInsight Commands # MindInsight Commands
`Ascend` `GPU` `Model Optimization` `Intermediate` `Expert`
<a href="https://gitee.com/mindspore/docs/blob/master/tutorials/source_en/advanced_use/mindinsight_commands.md" target="_blank"><img src="../_static/logo_source.png"></a> <a href="https://gitee.com/mindspore/docs/blob/master/tutorials/source_en/advanced_use/mindinsight_commands.md" target="_blank"><img src="../_static/logo_source.png"></a>
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# Mixed Precision # Mixed Precision
`Ascend` `GPU` `Model Training` `Intermediate` `Expert`
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- [Mixed Precision](#mixed-precision) - [Mixed Precision](#mixed-precision)
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# Model Security # Model Security
`Ascend` `GPU` `CPU` `Data Preparation` `Model Development` `Model Training` `Model Optimization` `Enterprise` `Expert`
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- [Model Security](#model-security) - [Model Security](#model-security)
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# Network Migration # Network Migration
`Ascend` `GPU` `CPU` `Whole Process` `Beginner` `Intermediate` `Expert`
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- [Network Migration](#network-migration) - [Network Migration](#network-migration)
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# Natural Language Processing (NLP) Application # Natural Language Processing (NLP) Application
`GPU` `CPU` `Whole Process` `Beginner` `Intermediate` `Expert`
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- [Natural Language Processing (NLP) Application](#natural-language-processing-nlp-application) - [Natural Language Processing (NLP) Application](#natural-language-processing-nlp-application)
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# Parameter Server Training # Parameter Server Training
`Ascend` `Model Training` `Intermediate` `Expert`
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- [Parameter Server Training](#parameter-server-training) - [Parameter Server Training](#parameter-server-training)
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# Performance Profiler # Performance Profiler
`Ascend` `Model Optimization` `Intermediate` `Expert`
<!-- TOC --> <!-- TOC -->
- [Performance Profiler](#performance-profiler) - [Performance Profiler](#performance-profiler)
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# Quantization # Quantization
`Ascend` `GPU` `Model Optimization` `Expert`
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- [Quantization](#quantization) - [Quantization](#quantization)
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# MindSpore-based Inference Service Deployment # MindSpore-based Inference Service Deployment
`Ascend` `Environmental Setup` `Enterprise` `Expert`
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# Summary Record # Summary Record
`Ascend` `GPU` `Model Optimization` `Intermediate` `Expert`
<!-- TOC --> <!-- TOC -->
- [Summary Record](#summary-record) - [Summary Record](#summary-record)
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# System Metrics # System Metrics
`Ascend` `Model Optimization` `Intermediate` `Expert`
<!-- TOC --> <!-- TOC -->
- [Overview](#overview) - [Overview](#overview)
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# Implementing an Image Classification Application # Implementing an Image Classification Application
`Ascend` `GPU` `CPU` `Whole Process` `Beginner` `Intermediate` `Expert`
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# Custom Operators # Custom Operators
`Ascend` `Model Development` `Expert`
<!-- TOC --> <!-- TOC -->
- [Custom Operators](#custom-operators) - [Custom Operators](#custom-operators)
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# Converting Datasets to the Mindspore Data Format # Converting Datasets to the Mindspore Data Format
`Ascend` `GPU` `CPU` `Data Preparation` `Beginner` `Intermediate` `Expert`
<!-- TOC --> <!-- TOC -->
- [Converting Datasets to the Mindspore Data Format](#converting-datasets-to-the-mindspore-data-format) - [Converting Datasets to the Mindspore Data Format](#converting-datasets-to-the-mindspore-data-format)
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# Data Processing and Augmentation # Data Processing and Augmentation
`Ascend` `GPU` `CPU` `Data Preparation` `Beginner` `Intermediate` `Expert`
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- [Data Processing and Augmentation](#data-processing-and-augmentation) - [Data Processing and Augmentation](#data-processing-and-augmentation)
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# Loading the Dataset # Loading the Dataset
`Ascend` `GPU` `CPU` `Data Preparation` `Beginner` `Intermediate` `Expert`
<!-- TOC --> <!-- TOC -->
- [Loading the Dataset](#loading-the-dataset) - [Loading the Dataset](#loading-the-dataset)
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# Multi-Platform Inference # Multi-Platform Inference
`Ascend` `GPU` `CPU` `Inference Application` `Beginner` `Intermediate` `Expert`
<!-- TOC --> <!-- TOC -->
- [Multi-Platform Inference](#multi-platform-inference) - [Multi-Platform Inference](#multi-platform-inference)
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# Saving and Loading Model Parameters # Saving and Loading Model Parameters
`Ascend` `GPU` `CPU` `Model Export` `Beginner` `Intermediate` `Expert`
<!-- TOC --> <!-- TOC -->
- [Saving and Loading Model Parameters](#saving-and-loading-model-parameters) - [Saving and Loading Model Parameters](#saving-and-loading-model-parameters)
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