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Udemy

Computer Vision Bootcamp with Python: YOLO, SAM & RF-DETR

via Udemy

Overview

Learn Object Detection & Segmentation — Master YOLO, SAM & RF-DETR with Hands-On Projects

What you'll learn:
  • YOLO-NAS : A New Foundation Model for Object Detection
  • What's New in YOLO-NAS | Is YOLO-NAS the Future of Object Detection?
  • YOLO-NAS Implementation | Windows
  • Object Detection with YOLO-NAS on Images
  • Object Detection with YOLO-NAS on Videos
  • Object Detection with YOLO-NAS on Live Webcam Feed
  • Run YOLO-NAS in Google Colab
  • YOLO-NAS + DeepSORT Tracking
  • YOLO-NAS + DeepSORT Tracking on Custom Dataset
  • YOLO-NAS with SORT Object Tracking
  • Vehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object Tracking
  • Building a Computer Vision Web App & Why UI is important
  • Streamlit with YOLO-NAS Integration
  • Streamlit YOLO-NAS on Images
  • Streamlit YOLO-NAS on Videos
  • Deploy Your Streamlit Web Application
  • Streamlit App to Count the Vehicles Entering and Leaving
  • Empty Shelf Detection using YOLO-NAS
  • License Plate Detection using YOLO-NAS
  • Automatic Number Plate Recognition using YOLO-NAS and EasyOCR
  • Automatic Number Plate Recognition using YOLO-NAS and PaddleOCR
  • YOLO-NAS Multi-Cam Number Plate Recognition App
  • Face Detection using YOLO-NAS
  • Face Blurring using YOLO-NAS
  • Face Detection and Gender Classification using YOLO-NAS
  • Vehicle Intensity Heatmaps | YOLO-NAS
  • Integrating YOLO-NAS with Flask and Creating a WebApp
  • Personal Protective Equipment (PPE) Detection with YOLO-NAS
  • Web App- Personal Protective Equipment (PPE) Detection
  • Web App- Vehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object Tracking
  • Streamlit Apps with YOLO-NAS and ChatGPT
  • Create ChatGPT Article Generator with Python and Streamlit
  • Vegetables Detection with YOLO-NAS
  • Create a Streamlit app using YOLO-NAS and OpenAI to generate recipes
  • Segment Anything Model Introduction
  • YOLO-NAS + SAM: Image Segmentation using YOLO-NAS and Segment Anything Model

Welcome to the Course. This comprehensive course covers YOLO-NAS, Segment Anything Model, and ChatGPT, providing hands-on projects, practical applications, and web app development using Flask and Streamlit with Real World 16+ projects. The course covers Object Detection, Tracking & Web Apps Development using popular frameworks like Flask and Streamlit. The course also includes Image Segmentation using YOLO-NAS and the Segment Anything Model. But that's not all! We go even further by delving into Streamlit Apps Development, combining the prowess of YOLO-NAS and ChatGPT.

What will you learn in this course:

YOLO-NAS : A New Foundation Model for Object Detection

What's New in YOLO-NAS | Is YOLO-NAS the Future of Object Detection?

YOLO-NAS Implementation | Windows

Object Detection with YOLO-NAS on Images

Object Detection with YOLO-NAS on Videos

Object Detection with YOLO-NAS on Live Webcam Feed

Run YOLO-NAS in Google Colab

YOLO-NAS + DeepSORT Tracking

YOLO-NAS + DeepSORT Tracking on Custom Dataset

YOLO-NAS with SORT Object Tracking

Vehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object Tracking

Building a Computer Vision Web App & Why UI is important

Streamlit with YOLO-NAS Integration

Streamlit YOLO-NAS on Images

Streamlit YOLO-NAS on Videos

Deploy Your Streamlit Web Application

Streamlit App to Count the Vehicles Entering and Leaving

Empty Shelf Detection using YOLO-NAS

License Plate Detection using YOLO-NAS

Automatic Number Plate Recognition using YOLO-NAS and EasyOCR

Automatic Number Plate Recognition using YOLO-NAS and PaddleOCR

YOLO-NAS Multi-Cam Number Plate Recognition App

Face Detection using YOLO-NAS

Face Blurring using YOLO-NAS

Face Detection and Gender Classification using YOLO-NAS

Vehicle Intensity Heatmaps | YOLO-NAS

Integrating YOLO-NAS with Flask and Creating a WebApp

Personal Protective Equipment (PPE) Detection with YOLO-NAS

Web App- Personal Protective Equipment (PPE) Detection

Web App- Vehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object Tracking

Streamlit Apps with YOLO-NAS and ChatGPT

Create ChatGPT Article Generator with Python and Streamlit

Vegetables Detection with YOLO-NAS

Create a Streamlit app using YOLO-NAS and ChatGPT to generate recipes

Segment Anything Model Introduction

YOLO-NAS + SAM: Image Segmentation using YOLO-NAS and Segment Anything Model

Syllabus

  • YOLO-NAS : New Object Detection Model
  • YOLO-NAS Implementation | Windows
  • YOLO-NAS Implementation | Google Colab
  • YOLO-NAS with DeepSORT Tracking
  • YOLO-NAS with SORT Object Tracking
  • YOLO-NAS StreamLit Web App Development
  • YOLO-NAS Apps
  • YOLO-NAS WebApps
  • Streamlit Apps with YOLO-NAS and OpenAI
  • YOLO-NAS + SAM: Image Segmentation using YOLO-NAS and Segment Anything Model
  • YOLOE: Real-Time Zero-Shot Object Detection and Segmentation Explained
  • RF-DETR: SOTA Real-Time Object Detection Model

Taught by

Muhammad Moin

Reviews

4.4 rating at Udemy based on 60 ratings

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