XieResearchGroup
  • About the Group
  • HPC Environments
    • Summary of HPCs
      • DGX (Group)
      • DLS (Department)
      • Dragon (Group)
    • HPC User Guide (Must Read)
      • Overall Workflow
      • Connect to HPCs
      • User Directories
      • Run Jobs
      • Data Backup
  • Useful Tutorials
    • Linux Tutorial
      • Linux Commands
    • Docker Tutorial
      • Intro to Docker
      • Intro to NVIDIA Docker
      • Use Docker for Deep Learning
      • Docker Useful Commands
    • Jupyter Notebook Tutorial
      • Run Jupyter Server with GPU Access on HPCs
    • HTCondor Tutorial
      • Introduction of HTCondor
      • Quick Start Guide
      • Submitting Vanilla Job
      • Submitting Docker Job
      • HTCondor Useful Commands
    • Better Deep Learning
      • Better Training
      • Better Generalization
      • Better Prediction
    • About Graph Neural Networks
    • Data Preprocessing
      • Untitled
      • Untitled
  • Contribute to the Wiki
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  • Reduce model variance with ensemble learning
  • Combine models from multiple runs with model averaging ensemble
  • Contribute proportional to trust with weighted average ensemble
  • Fit models on different samples with resampling ensembles
  • Models from from continuous epochs with horizontal voting ensembles
  • Cyclic learning rates and snapshot ensembles
  • Learn to combine predictions with stacked generalization ensembles
  • Combine model parameters with average model weights ensemble
  • Issues Log

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  1. Useful Tutorials
  2. Better Deep Learning

Better Prediction

Reduce model variance with ensemble learning

Combine models from multiple runs with model averaging ensemble

Contribute proportional to trust with weighted average ensemble

Fit models on different samples with resampling ensembles

Models from from continuous epochs with horizontal voting ensembles

Cyclic learning rates and snapshot ensembles

Learn to combine predictions with stacked generalization ensembles

Combine model parameters with average model weights ensemble

Issues Log

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Last updated 2 years ago

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