IT-Trainer Jobs und Stellenangebote: Nvidia Computer Vision for Industrial Inspection (CVII)
Seminardauer: 1 Tage
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IT-Trainer Jobs und Stellenangebote: Nvidia Computer Vision for Industrial Inspection (CVII), KI-Experte, NVIDIA Corporation.
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Agenda
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