AI & Machine Learning
Computer Vision for Industrial Inspection
Automate visual quality inspection with deep learning.
1 dayIntermediate1 modules
About this course
Automate visual quality inspection with deep learning. You will explore and pre-process image data with DALI, apply transfer learning with the TAO Toolkit, fine-tune and evaluate a classification model and deploy it for fast inference.
What you'll learn
- Extract meaningful insights from the provided data set using Pandas DataFrame.
- Apply transfer-learning to a deep learning classification model.
- Fine-tune the deep learning model and set up evaluation metrics.
- Deploy and measure model performance.
- Experiment with various inference configurations to optimize model performance.
Curriculum
1 modules
- Course Introduction
- Data Exploration and Pre-Processing with DALI
- Efficient Model Training with TAO Toolkit
- Model Deployment for Inference
- Assessment and Q&A
Who it's for
Engineers and data scientists in manufacturing and quality assurance.
Before you start
- Experience with Python; basic understanding of data processing and deep learning.
- To get a basic understanding of data processing and deep learning, we suggest the course "Fundamentals of Deep Learning"
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