This course demystifies convolutional neural network architectures using PyTorch for image classification and object detection.
Intermediate
46 Lessons
4h
Certificate of Completion
This course demystifies convolutional neural network architectures using PyTorch for image classification and object detection.
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This course includes
This course includes
Course Overview
Image classification and object detection have gained widespread use in recent years. Content categorization and monitoring, disease diagnosis from medical images, identifying terrain in satellite images, and detecting road elements for self-driving cars are classification problems at their core. PyTorch is a popular framework for these tasks—offering a useful mix of user-friendliness, deep learning functionalities, customization, and optimization. In this course, you will cover the fundamentals of classif...
What You'll Learn
An understanding of core concepts related to image classification, object detection, and convolutional neural networks
Hands-on experience using image classification architectures
Familiarity with PyTorch for image classification tasks
Working knowledge of ONNX and OpenVINO for deploying deep learning models
What You'll Learn
An understanding of core concepts related to image classification, object detection, and convolutional neural networks
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Course Content
Before We Start
Basics of Convolutional Neural Networks
Popular Neural Network Architectures for Image Classification
Using PyTorch for Image Classification
Model Deployment
Basics of Object Detection
3 Lessons
Two-Stage Object Detection Architectures
5 Lessons
One-Stage Object Detection Architectures
7 Lessons
YOLOv7 Model Train and Inference on Edge
4 Lessons
Conclusion
1 Lesson
Appendix
1 Lesson
Course Author
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Anthony Walker
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Emma Bostian 🐞
@EmmaBostian
Evan Dunbar
ML Engineer
Carlos Matias La Borde
Software Developer
Souvik Kundu
Front-end Developer
Vinay Krishnaiah
Software Developer
Eric Downs
Musician/Entrepeneur
Kenan Eyvazov
DevOps Engineer
Anthony Walker
@_webarchitect_
Emma Bostian 🐞
@EmmaBostian
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