AI Features

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All LessonsFree Lessons (3)

Before We Start

Introduction to the Course Image Classification vs. Object Detection Basics of Neural Networks

Basics of Convolutional Neural Networks

Introduction to the Basics of CNNs

What is 2D Convolution?

Images and Filters

Convolutional Neural Networks

Quiz on the Basics of CNNs

Project

Cats vs Dogs Classification with Convolutional Neural Networks

Popular Neural Network Architectures for Image Classification

Introduction to Architectures for Image Classification AlexNet (2012)VGG16 (2014)InceptionV1—GoogleNet (2014)ResNet (2015)MobileNetV1 (2017) and MobileNetV2 (2018)EfficientNet (2019)Image Classification Architectures Summary Quiz on the Basics of CNNs and their Architectures

Using PyTorch for Image Classification

Introduction to PyTorch for Image Classification Data Preparation Training a Custom Model from Scratch Using PyTorch Fine-Tuning Models Transfer Learning Quiz on Training Issues and Fine-Tuning

Model Deployment

Introduction to Model Deployment Using Deployment Frameworks with PyTorch

Project

Using a PyTorch Model in JavaScript with ONNX

Basics of Object Detection

From Image Classification to Object Detection One-Stage vs. Two-Stage Architectures Quiz on Basics of Object Detection

Two-Stage Object Detection Architectures

Introduction to Two-Stage Object Detection Architectures R-CNN (2014)Fast R-CNN (2015)Faster R-CNN (2016)Quiz on Two-Stage Object Detector

One-Stage Object Detection Architectures

Introduction to One-Stage Object Detection Architectures SSD (2015)YOLO (2015), YOLOv2 (2016), and YOLOv3 (2018)YOLOv4 (2020)YOLOX (2021) and YOLOv6 (2022)YOLOv7 (2022)Quiz on One-Stage Object Detectors

YOLOv7 Model Train and Inference on Edge

Introduction to YOLOv7 Train and Deployment YOLOv7 Workflow: Dataset Creation, Training, and Deployment Analyzing the Hyperparameters Quiz on YOLOv7 Model Train and Inference on Edge

Conclusion

Appendix

Building Environments in Local Machines

Project

Building a System for Safety Helmet Detection Based on YOLOv5

Using PyTorch for Image Classification and Object Detection

Introduction to the Basics of CNNs

Learn about the basics of CNNs.

We'll cover the following...

Chapter review

Chapter review

Image classification is one of the main tasks in the computer vision field. Most image ...