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