Deep Learning Object Detection by Training & Deploying YOLOX

Finetuning and testing a YOLOX model on custom built dataset. Creating and deploying object detection API to cloud

4.33 (6 reviews)

Udemy

platform

English

language

Data Science

What you will learn

Master the basics of Object detection

Understanding pre-deep learning algorithms like haarcascades

Understanding deep learning algorithms like YOLO and YOLOX

Create your own dataset with Remo

Understanding the Pascal VOC dataset

Convert your custom dataset to Pascal VOC Format

Testing and training YOLOX model on custom dataset

Integrating Wandb for experiment tracking

Converting trained model to Onnx format

Understanding how APIs work

Building Object detection API with Fastapi

Deploying API to the Cloud

Load testing the API with Locust

Running the object detection model in c++

Why take this course?

Object detection algorithms are everywhere. With creation of much more efficient models from the early 2010s, these algorithms which now are built using deep learning models are achieving unprecedented performances.

In this course, we shall take you through an amazing journey in which you'll master different concepts with a step by step approach. We shall start from understanding how object detection algorithms work, to deploying them to the cloud, while observing best practices.

You will learn:

Pre-deep learning object detection algorithms like Haarcascades
Deep Learning algorithms like Convolutional neural networks, YOLO and YOLOX
Object detection labeling formats like Pascal VOC.
Creation of a custom dataset with Remo
Conversion of our custom dataset to the Pascal VOC format.
Finetuning and testing YOLOX model with custom dataset
Conversion of finetuned model to Onnx format
Experiment tracking with Wandb
How APIs work and building your own API with Fastapi
Deploying an API to the Cloud
Load testing a deployed API with Locust
Running object detection model in c++

If you are willing to move a step further in your career, this course is destined for you and we are super excited to help achieve your goals!

This course is offered to you by Neuralearn. And just like every other course by Neuralearn, we lay much emphasis on feedback. Your reviews and questions in the forum, will help us better this course. Feel free to ask as many questions as possible on the forum. We do our very best to reply in the shortest possible time.

Enjoy!!!