End to end Object Detection Project Implementation Using YOLOv5 with Deployment | AWS | Azure🚀

Welcome to my comprehensive guide on implementing an end-to-end Object Detection project using the powerful YOLOv5 model! 🚀

In this tutorial, we'll take you through every step of the process, from data preparation and model training to deployment, enabling you to detect objects in images and videos with remarkable accuracy and efficiency.

▬▬▬▬▬ Contents of this video ▬▬▬▬▬

00:00:00 - Introduction
00:03:48 - Project Demo
00:07:29 - Github Repository Setup
00:12:27 - Project Template Creation
00:36:31 - Requirements Installation & Project Setup
00:45:25 - Data Annotation
00:56:52 - Notebook Expriement
01:28:38 - Logging, Exception & Utils Modules
01:43:41 - Project Workflows
01:45:41 - Data Ingestion Component
02:09:33 - Data Validation Component
02:25:53 - Model Trainer Component
02:46:37 - Prediction Pipeline & User App
02:58:19 - Dockerization & AWS CICD Deployment
03:23:05 - Azure CICD Deployment

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[dswithbappy]

Give me a Thanks if you find this implementation useful :)

[paulntalo]

am learning a lot. This indeed is a great end to end tutorial like no any other online.
You're so good at explaining as technical steps with clarity and easy to follow along to reimplement the project.

Thank you

[dharmaraj]

Hi bro, please do make one complete end to end project content using trending opensource llms

[FamilyAdventuresDiary]

Bappy, the content in the video is very important that is why I am referring to this again. But because you are speaking very fast, I paused the video every 10 seconds, wrote down what you said and listened again, at times reducing the playback speed. You have great knowledge but kindly make it more accessible by presenting it in a way which is more understandable!

[md.jahidhasan]

Thanks.. Your lecture is amazing.. Keep it up

[vinaynaik]

Please make video on retraining, model, concept and data drift in MLOPS scenario

[armanhabib]

Thank you so much. your tutorial really helpful for everyone

[MohammadEbrahimDarabi]

thanks for your video, which onw is better, this template or the template that you made in chicken disease classiier?

[Nokless]

thnx for the video man ! but a question what didnt you do a param.yaml file and a config.yaml file like your other projects ?

[rvsanjay]

Where is the data set you have used? I am not able to find in in your github repo

[atatekeli]

Are there any reliable alternative annotation tools for YOLO annotation? I use macOSX ARM processors (M1, M2)

[prakash-nejt]

@dswithbappy After created model trainer part, I have removed ".git" file from yolov5.
Tried to commit the code into github, and got this error in gitbash
$ git commit -m "yolo adding"
On branch main
Your branch is ahead of 'origin/main' by 1 commit.
(use "git push" to publish your local commits)

Changes not staged for commit:
(use "git add <file>..." to update what will be committed)
(use "git restore <file>..." to discard changes in working directory)
(commit or discard the untracked or modified content in submodules)
modified: yolov5 (untracked content)

no changes added to commit (use "git add" and/or "git commit -a")

[ParasJain-wxzf]

Please create a video on end to end lip reading with deep learning. 🤞🤞🤞🤞🤞🤞🤞🤞🤞🤞

[sambhavmehta]

Hi

First of all, thank you for making such an amazing content.

I am using mac for object detection model. However, while executing the code "make qt5py3", the sytem is throwing an error "_Detection_Using_YOLO_V5 % make qt5py3
make: *** No rule to make target `qt5py3'. Stop."

Pls help me with this issue

[bishwarupbiswas]

Sir can you add the mlflow integration in the project to track the performances please

[razarizwanahmed]

The prediction process is not working properly. both AWS and Azure.

The deployment process has been completed successfully, and the application is running perfectly. However, the problem lies in the prediction functionality.

Please help me how to solve it...

[storyscope]

Can I create the environment without conda please help

[tusharbedse]

give a video which services are free and paid on cloud because that is reason I m afraid to do it ..heavy charges

[insaneplayer]

Can you provide a link of any other dataset

[monishmohanty]

Could you provide the google drive link to download your dataset