multivae

Basics

  • Implemented models
  • Installation
  • Quickstart
  • Tutorials
  • Training on incomplete datasets
  • Metrics
  • Datasets
  • Monitoring your training with Wandb
  • Sharing your models with the HuggingFace Hub 🤗
  • Using samplers
  • Examples and Case Studies
  • Contribute
  • Reproducibility statement
  • Citation
  • Issues ? Questions ?

Documentation

  • Structure of the library
  • Models
  • Datasets
  • Metrics
  • Trainers
  • Samplers
  • Case studies
    • Case Study 1
    • Case Study 2
multivae
  • Case studies
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Case studies

We propose the following case studies as advanced examples using MultiVae. These case studies illustrate how to use MultiVae to investigate a research application or perform a benchmark using MultiVae’s models and metrics for quick evaluation.

  • Case Study 1
    • How does the MMVAE+ model perform in case of missing data ?
      • Description of the case-study:
      • How can I replicate the experiments ?
      • What are the results ?
  • Case Study 2
    • Benchmark models on the Incomplete PolyMNIST dataset
    • Reproduce the benchmark
    • Results
    • Additional Analysis of the models
      • Load trained models and compute clustering metrics
      • Load trained models and analyse joint generation with samplers
    • Questions ?
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© Copyright 2023, Clement Chadebec & Agathe Senellart.

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