Test New Functionalities

Data Problems

Datasets Importing

• Combines state monitoring dataset
  • Importing
  • Dataset info
  • Dataset
• SKAB (skoltech anomaly benchmark) teaser
  • Importing
  • Dataset info
  • Dataset
• SKAB (skoltech anomaly benchmark)
  • Importing
  • Dataset info
  • Dataset
• NASA Turbofan Jet Engine Data Set
  • Importing
  • Dataset info
  • Dataset
• TEP (Tennessee Eastman process)
  • Importing
  • Dataset info
  • Dataset
• Pressurized Water Reactor (PWR) Dataset for Fault Detection
  • Importing
  • Dataset info
  • Dataset
• NPP Power Transformer RUL
  • Importing
  • Dataset info
  • Dataset

Example Feature Engineering

• Load Data
• Feature Generation
  • Create a FeatureGenerationTask Instance
  • Default configuration
    • Fitting the Task
    • Making Predictions
  • Custom configuration
    • Custom Configuration Example
    • Feature Extraction Functions
    • Applying Custom Configuration
• Feature Selection
  • Create a FeatureSelectionTask Instance
  • Fit and Select Features
• Make Pipeline
  • Fitting the Pipeline
  • Predicting with the Pipeline

Example Visualization

• Visualization
  • Load Data
  • Timeseries Visualization with VisualizationTimeseriesTask
  • Make custom VisualizationTask
    • Creating the VisualizationCustomResult Class
    • Creating the VisualizationCustomTask Class
    • Using the VisualizationCustomTask
  • Using VisualizationTimeseriesTask and VisualizationCustomTask in a Pipeline

Fault Detecion

• Importing packages & modules
• Data loading
• Train Test Split
• Making and fit pipeline
• Inference of pipeline
• Getting true labelling
• Comparing results

Forecasting Time Series

• Importing packages & modules
• Data loading
• Train Test Split
• Making and fit pipeline
  • Hello world case
  • Advanced Case
• Inference of pipeline
• Getting y_true
• Comparing results

Readme Example

Tests

• Working with Task without Pipeline
• Working with separate pipelines for group of tasks
• Work with Pipeline