Computer Vision for Industrial Inspection (CVII) – Outline

Outline detalhado do curso

Introduction

  • Meet the instructor.
  • Create an account at courses.nvidia.com/join

Data Exploration and Pre-Processing with DALI

  • Learn how to extract valuable insights from a data set and pre-process image data for deep learning model consumption.
  • Explore data set with Pandas
  • Pre-process data with DALI
  • Assess scope for feasibility testing

Efficient Model Training with TAO Toolkit

  • Learn how to efficiently train a classification model for the purpose of defect detection using transfer learning techniques
  • Train a deep learning model with TAO Toolkit
  • Evaluate the accuracy of the model
  • Iterate model training to improve accuracy

Model Deployment for Inference

  • Learn how to deploy and measure the performance of a deep learning model
  • Optimize deep learning models with TensorRT
  • Deploy model with Triton Inference Server
  • Explore and assess the impact of various inference configurations

Assessment and Q&A