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Introduction to Object Detection

Getting Started Introduction Why Is Object Detection Important?Types of Object Detection Algorithms Why Is YOLO So Popular?

Fundamentals for Understanding YOLO

Basics of the Convolutional Neural Network (CNN): Part I

Basics of Convolutional Neural Network (CNN: Part II

Understanding IoU (Intersection over Union)/Jaccard Index

Understanding NMS (Non-Maximum Suppression)

Understanding Anchor Boxes: Part I

Understanding Anchor Boxes: Part II

Bounding Box Predictions

A Summary of How YOLO Makes Predictions

What Is Overfitting in Object Detection?

Batch Normalization (BN)

Optimizers in YOLO

Understanding Learning Rate (LR) Schedulers

mAP Scores as Performance Metrics

Understanding Loss Calculation

Exercise: Build Your Own CNN

Project

Building a System for Safety Helmet Detection Based on YOLOv5

YOLOv7 Architecture

The Structure of YOLO (Backbone, Neck, and Head)Evolution of YOLO Models How does YOLO Handle Multi-Scale Predictions Understanding the YOLOv7 Model Structure Extended Efficient Layer Aggregation Networks (E-ELANs)Model Scaling for Concatenation-Based Models Trainable Bag-of-Freebies in YOLOv7 Decoding YOLOv8: A High-Level Overview Exercise (Designing a Darknet-19 Architecture)Exercise Solution Quiz

Improving Model Performance: Handling Overfitting/Underfitting

Why Is Data Augmentation Important?Exercise: Using the Albumentations Library for Augmentations Adding Background Images to Reduce False Positives Adding Synthetic Data to Our Dataset

Project

Dealing With Small Datasets In ML

Pre-Trained Models, Fine-Tuning, and Hyperparameters in OD

Pretrained Models and Transfer Learning in YOLO Introduction to Fine-Tuning and Hyperparameters The Role of Hyperparameters in YOLO Quiz: Practical Scenarios

Mini Project

Sun Detection Using YOLOv8

Conclusion

Deep Dive into Object Detection with YOLO

A Summary of How YOLO Makes Predictions

Learn the high-level summary of how YOLO makes predictions.

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Here’s a summary of how YOLO makes predictions:

A high-level summary of object detection in YOLO

A high-level summary of object detection in YOLO

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