Visualization

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• Tools:
  • Google: People + AI Research (PAIR)
    • TensorBoard
    • Neural Networks Playground
    • Facets
  • Visual DL
  • Netron
  • Yellowbrick
  • CNNVis
  • 3D Visualization of a Convolutional Neural Network (CNN)
  • ANN Visualizer
  • displaCy
• The Five Best Data Visualization Libraries | Lio Fleishman, Sisense
• Data Visualization for Artificial Intelligence, and Vice Versa | Nicolas Kruchten
• Overview of Model Visualization Architecture and Types | XenonStack
• Understanding ML/DL Models using Interactive Visualization Techniques | Chakri Cherukuri
• Data Flow Graph (DFG)
• Explainable Artificial Intelligence (XAI)
• (Deep) Convolutional Neural Network (DCNN/CNN)
• Multifaceted feature visualization: Uncovering the different types of features learned by each neuron in deep neural networks. Visualization for Deep Learning workshop | Nguyen A, Yosinski J, Clune J, 2016
• Identifying core functional networks and functional modules within artificial neural networks via subsets regression | Velez R, Clune J, 2016
• 3D Simulation Environments
• Datasets
• Batch Norm(alization) & Standardization
• Data Preprocessing
• Feature Exploration/Learning
• Hyperparameters
• Data Augmentation
• Master Data Management (MDM) / Feature Store / Data Lineage / Data Catalog
• Feature Exploration/Learning