How to run your first YOLOv7 Deep Learning program in < 10 minutes
  • How to Install Python and requirements
  • How to install OpenCV
  • How to run your first Deep Learning program using YOLOv7 in < 3 minutes
Understanding Deep Learning and YOLOv7
  • Understanding Deep Learning
  • Convolutional Neural Networks summary
  • YOLOv7 architecture detailed explanation
Tools Installation
  • How to install Anaconda
  • How to install Git
Dataset Preparation
  • How to Find Dataset
  • Understanding YOLO dataset annotation format
  • Dataset Annotation using LabelImg
  • Dataset Splitting
YOLOv7 prerequisites Installation
  • Install GPU Driver
  • Install CUDA
  • Install CuDNN
YOLOv7 Installation
  • Install YOLOv7 in CPU Mode
  • Install YOLOv7 in GPU Mode
Perform Object Detection using YOLOv7 pretrained model on image, video, webcam.
  • Intro Object Detection
  • YOLOv7 Object Detection on image (GPU Mode)
  • YOLOv7 Object Detection on video and webcam (GPU Mode)
Training YOLOv7 detection model on custom dataset
  • Preparing dataset and splitting the dataset automatically
  • Make configuration file
  • Perform training and see the accuracy graph using Tensorboard
  • How to continue an unfinished training
  • Face Mask Detection
YOLOv7 Performance Measurement
  • Accuracy Measurement using Mean Average Precision