Train Yolov8 object detection custom data in the cloud GPU | AWS project | Computer vision tutorial

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🎬 Timestamps ⏱️
0:00 Intro
0:26 Project overview
1:25 Data
2:44 Create S3 bucket
4:13 Create SNS topic
6:16 Create EC2 instance
10:21 Install drivers and requirements
15:31 Code
38:35 Results
39:00 Outro

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#python #yolov8 #objectdetection #aws #awsprojects #computervision

Computer vision engineer

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ComputerVisionEngineer

@ComputerVisionEngineer thank you for this detailed video, much appreciated!

andrewkarp

Thanks for sharing such kind of useful process!

albertwang

Hey Felipe! I've been really enjoying your computer vision videos on YouTube, they're super insightful! 🚀 I was wondering if you could point me in the right direction for videos on building detection models without using any type of pretrained models. Any recommendations or insights would be greatly appreciated! Keep up the fantastic work! 👍

mayankmalhotra

hi i want to you make the tutorial how we can use the yolov8 model to make inference using gpu on the aws sagemaker

hclpwre

Hola Felipe, has explorado las herramientas que ofrece Ultralytics para controlar todo el ciclo de vida del modelo?, por ejemplo como iniciar con pocas imágenes y utilizar el modelo para hacer predicciones y seguir refinando el modelo, al mismo tiempo usar algun logger como wandb, cometML, etc. para monitorear las versiones y métricas del modelo, así como también el deployment donde podemos usar el formato ONNX (que Ultralytics dice que es más rápido al ejecutarse en CPU), TensorRT (para optimizar en GPU nvidia), o algún otro formato de exportación. También cosas como el método tune que te permite encontrar los mejores hyperparámetros para tu modelo, o herramientas que se acoplan bien con yolov8 como la librería supervision que tiene muchas utilidades al momento de hacer el plot de los objetos detectados o tracking, yo he explorado por encima estas cosas que te menciono pero me falta un poco organizar tantas ideas y posibilidades, quería saber si tu has tenido oportunidad de probarlas debido a que has sacado muy buenos videos respecto a YOLOv8. Un saludo, y muchas gracias por tus videos que son de tanta utilidad, que estes bien Felipe!!

guillermovc

Hello.. can you teach us how to train yolov8 on a nvidia graphics card

sanjoetv

Anyone else encountering this error "Unable to locate package Nvidia-driver-450

andrewkarp

Hi Felipe, I want to make weapon Detection Computer Vision Project .Which can detect Knifes, Pistol, any other weapons in real time.Can you Tell me how to do this .If possible share me any authenticate resources you have if any .
Thanks

pratham

is there a way to detect object from video and return/output text that have the timestamp and the object label?

firebender

hey how can we deploy on aws sagemaker gpu ?

SujithReddy-hbwy

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