gojo - Documentation

Hands-on

  • Model evaluation by cross validation
    • Definition and evaluation of a Support Vector Machine (SVM) model
      • Understanding SVMs with Polynomial Kernels
        • Introduction to SVM
        • The Mathematical Foundation - Hyperplane
        • The Mathematical Foundation - Maximizing the Margin
        • The Mathematical Foundation - The Optimization Problem
        • The Mathematical Foundation - Introducing Kernels
      • Hands-on
  • Neural networks integration
    • Basic model training
    • Model evaluation via cross-validation
  • Hyperparameter optimization by nested cross-validation
  • Initial model evaluation
  • Hyperparameter optimization
  • Vanilla Variational Autoencoder (vVAE)
    • Data loading
    • Model training
      • Model convergence
    • Model evaluation
      • Analyze the reconstruction error
      • Compute regression metrics
      • Visualize embedding dimensions
      • Generate samples
  • Example 6. Testing different CNN architectures
    • Data loading
    • Vanilla CNN
      • Model convergence
      • Model evaluation
    • CNN with residual connections
      • Model convergence
      • Model evaluation
  • Advanced use
    • Definition of your own transformations (gojo.interfaces.Transform)

API Documentation

  • gojo.core package
    • Submodules
    • gojo.core.evaluation module
    • gojo.core.loops module
    • gojo.core.report module
    • Module contents
  • gojo.interfaces package
    • Submodules
    • gojo.interfaces.model module
    • gojo.interfaces.data module
    • gojo.interfaces.transform module
    • Module contents
  • gojo.deepl package
    • Submodules
    • gojo.deepl.callback module
    • gojo.deepl.cnn module
    • gojo.deepl.ffn module
    • gojo.deepl.loading module
    • gojo.deepl.loops module
    • gojo.deepl.loss module
    • gojo.deepl.models module
    • Module contents
  • gojo.plotting package
    • Submodules
    • gojo.plotting.basic module
    • gojo.plotting.classification module
    • Module contents
  • gojo.util package
    • Submodules
    • gojo.util.io module
    • gojo.util.login module
    • gojo.util.splitter module
    • gojo.util.tools module
    • gojo.util.validation module
    • Module contents
  • gojo.experimental package
    • Module contents
gojo - Documentation
  • »
  • Python Module Index

Python Module Index

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- gojo
    gojo.core
    gojo.core.evaluation
    gojo.core.loops
    gojo.core.report
    gojo.deepl
    gojo.deepl.callback
    gojo.deepl.cnn
    gojo.deepl.ffn
    gojo.deepl.loading
    gojo.deepl.loops
    gojo.deepl.loss
    gojo.deepl.models
    gojo.experimental
    gojo.interfaces
    gojo.interfaces.data
    gojo.interfaces.model
    gojo.interfaces.transform
    gojo.plotting
    gojo.plotting.basic
    gojo.plotting.classification
    gojo.util
    gojo.util.io
    gojo.util.login
    gojo.util.splitter
    gojo.util.tools
    gojo.util.validation

© Copyright 2024, Fernando García Gutiérrez.

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