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Neural Network Intelligence
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Experiment API Reference
Neural Network Intelligence
GitHub
Overview
Get Started
Install NNI
Quickstart
User Guide
Hyperparameter Optimization
Overview
Quickstart
PyTorch
TensorFlow
HPO Quickstart with PyTorch
Port PyTorch Quickstart to NNI
HPO Quickstart with TensorFlow
Port TensorFlow Quickstart to NNI
Search Space
Tuners
Assessors
Advanced Usage
Command Line Tool Example
Implement Custom Tuners and Assessors
Install Custom or 3rd-party Tuners and Assessors
Tuner Benchmark
Tuner Benchmark Example Statistics
Neural Architecture Search
Overview
Tutorials
Hello NAS!
Search in DARTS
Construct Model Space
Model Space Hub
Exploration Strategy
Model Evaluator
Advanced Usage
Execution Engine and Model Format
Hardware-aware NAS
Construct Space with Mutator (legacy)
Serialization
NAS Benchmark
Overview
Examples
Compression
Overview
Config Specification
Pruning
Overview
Quickstart
Pruner
Speedup
Best Practices
Pruning Transformer
Quantization
Overview
Quickstart
Quantizer
SpeedUp
Quantize Transformer
Evaluator
Advanced Usage
Customize Setting
Fusion Compression
Module Fusion
Enhancement
Feature Engineering
Overview
GradientFeatureSelector
GBDTSelector
Experiment
Overview
Training Service
Overview
Local
Remote
OpenPAI
Kubeflow
AdaptDL
FrameworkController
AML
PAI-DLC
Hybrid
Customize a Training Service
Shared Storage
Web Portal
Experiment Web Portal
Visualize with TensorBoard
Experiment Management
References
Python API
Hyperparameter Optimization
Neural Architecture Search
Model Compression
Pruner
Pruning Speedup
Distiller
Evaluator
Compression Utilities
Quantizer
Experiment
Experiment
Mutable
Others
Experiment Config Reference
nnictl Commands
Misc
Examples
Use Cases and Solutions
Overview
Automatic Model Tuning (HPO/NAS)
Tuning SVD automatically
EfficientNet on NNI
Automatic Model Architecture Search for Reading Comprehension
Parallelizing Optimization for TPE
Automatic System Tuning (AutoSys)
Tuning SPTAG (Space Partition Tree And Graph) automatically
Tuning the performance of RocksDB
Tuning Tensor Operators automatically
Feature Engineering
NNI review article from Zhihu: - By Garvin Li
Performance measurement, comparison and analysis
Neural Architecture Search Comparison
Hyper-parameter Tuning Algorithm Comparsion
Use NNI on Google Colab
nnSpider Emoticons
Research and Publications
Build from Source
Contribution Guide
Change Log
Experiment API Reference
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