Computer vision

• Introduction
• Computer vision analysis inputs
  • Target column format for Object detection
  • Target column format for Image classification
  • Image path column
  • Supported images formats
• Your first Computer vision model
  • Install the required packages
  • Create the analysis
  • Review the design of your model (optional)
  • Monitor the performance of your model during training
• Model architectures & training parameters
  • Pre-trained models available
  • Training parameters
• Evaluation Metrics
• Data augmentation
  • Data augmentations settings
  • N.b. Object detection
• GPU support
  • Selection of GPU
  • Using multi-GPU training
  • Requirements
• Performance assessment
  • Object detection
    • Confusion matrix and image feed
    • Metrics
    • Precision-Recall curve
    • What if : Scoring new images on the go
  • Image classification
    • Confusion matrix and image feed
    • Metrics
    • Calibration curve, ROC curve & density charts
    • What if : Scoring new images on the go
• Endpoint APIs
  • Input format