Develop a Computer Vision Custom Object Detection Model

AI Practitioner

• Overview
• Tao Toolkit Overview
  
  • Use Case: Object Detection
    
    • What is Object detection?
    • Challenges with Object detection
  • NVIDIA TAO toolkit
  • TAO Tooklit Launcher
    
    • Mounting directories
  • Overview of Lab Workflow
    
    • Step 1: Data Input format
    • Step 2: Dataset Conversion and Augmentation
    • Step 3: Training the model and visualizing with Tensorboard
    • Step 4: Model Pruning
    • Step 5: Model Export
  • NVIDIA TensorRT
  • Quantization Aware Training
  • Specification Files
• Step #1: Train YOLO-v4 model with NVIDIA TAO
  
  • Lab Basics
  • Train YOLO-v4 model with NVIDIA TAO
• Step #2: Visualize Training Using TensorBoard
• Deepstream Overview
  
  • What is NVIDIA Deepstream?
  • Deepstream Workflow
  • Reference Application
  • Deepstream reference app configuration files
• Step #3: Run Deepstream
• Next Steps

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