- $49
Deep Learning for Object Detection
- Course
- 20 Lessons
Learn the basics of Object Detection and Machine Learning. Dive deep into Deep Learning for Object Detection with YOLOX. Master how to prepare data, train, evaluate, test and Deploy Object Detection Models. Understanding Key MLOps concepts. Going from beginner to solving real world problems efficiently!
Contents
Introduction
Welcome
General introduction
Course material
Link to Code
Theoritical background
Haar Cascades and Histogram of gradients
Convolutional Neural Networks
RCNN,FastRCNN, FaterRCNN
Single Stage Algorithms
Understanding YOLO (You Only look once)
Understanding YOLOX
Dataset preparation
Pascal VOC dataset
Preparing a custom dataset with Remo
Creating dataset with LabelImg
Finetuning and Testing
Training and testing
Wandb integration
Conversion to Onnx and testing
Building Object detection API and Deploying to the Cloud
Understanding how APIs work
Building an API with Fastapi
Deploying on heroku
Load testing with Locust
Integration with C++