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YOLO-NAS The Ultimate Course for Object Detection & Tracking

Name: YOLO-NAS The Ultimate Course for Object Detection & Tracking
Rating: 4.1 (54 reviews)

YOLO-NAS, Train Custom Dataset, Object Detection, Segmentation, Tracking, Real World 12+ Projects, Streamlit Apps

Created byMuhammad Moin

Last updated 1/2024

English

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?
How to run a YOLO-NAS program for Object Detection
Finding the appropriate dataset
Data annotation/labeling/ Automatic Dataset Splitting
How to train/ fine-tune YOLO-NAS on custom dataset, transfer learning
Multiple Object Tracking using YOLO-NAS
Potholes Detection using YOLO-NAS
Personal Protective Equipment (PPE) Detection using YOLO-NAS
Real Time Custom Object Detection (PPE Detection) with Webcam and Export Model
Vehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object Tracking
Real Time Sign Language Alphabets Detection using YOLO-NAS
Real Time Face Mask Detection using YOLO-NAS
Fire Detection using YOLO-NAS
Vehicles Counting using YOLO-NAS and SORT Object tracking
People Counter using YOLO-NAS and SORT Object Tracking
Privacy Blurring using YOLO-NAS
License Plate Detection and Recognition using YOLO-NAS
Plastic Bottles Counting in a Manufacturing Line using YOLO-NAS and Sort ALgorithm
Real World 12 + Projects with YOLO-NAS: Unleashing the Power of YOLO-NAS
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

Course content

8 sections • 35 lectures • 13h 23m total length

YOLO-NAS : A New Foundation Model for Object Detection5:34
YOLO-NAS: New YOLO Object Detection Model Beats YOLOv6 & YOLOv85:15
What's New in YOLO-NAS | Is YOLO-NAS the Future of Object Detection?5:05

Introduction0:49
Read Image Using OpenCV12:27
Learn to read and display an image with OpenCV in Python, set up a PyCharm project, install the OpenCV Python package, and resize the image for full-screen viewing.
Read and Display Video Using OpenCV11:32
Read, Display & Write Video Using OpenCV5:25
Capture Video From Camera Using OpenCV3:17
Object Detection on Images using YOLO-NAS8:13
Learn to perform object detection on images using YOLO-NAS with the super gradients package, running a small model on CPU and visualizing results with OpenCV.
Object Detection on Videos using YOLO-NAS30:12
Learn to detect objects in videos with YOLO-NAS using OpenCV and the super gradients model, draw bounding boxes with confidence scores and coco-class labels, and prepare for deepsort tracking.
Object Tracking using YOLO-NAS32:34
Track detected objects with the SORT algorithm integrated with YOLO-NAS object detection, assigning a unique ID to each object across video frames and the live webcam feed.
Vehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object Tracking33:28
Count vehicles entering and leaving with YOLO-NAS for detection and SORT for tracking, using line crossing to update total counts and display results.
Object Tracking using YOLO-NAS on Custom Dataset (Ship Detection)19:41

Segment Anything Model Introduction8:24
Discover the segment anything model from Meta, an image segmentation tool that identifies and extracts objects in images and videos with zero-shot performance.
YOLO-NAS + SAM: Image Segmentation using YOLO-NAS and Segment Anything Model12:59
Combine yolo-nas object detection with the segment anything model to generate masks, focusing on the person class, using coco dataset labels and bounding boxes for precise segmentation.

Real Time Sign Language Alphabets Detection using YOLO-NAS42:31
Real Time Face Mask Detection using YOLO-NAS47:23
Fire Detection using YOLO-NAS21:55
Vehicles Counting using YOLO-NAS and SORT Object tracking39:45
People Counter using YOLO-NAS and SORT Object Tracking55:35
Privacy Blurring using YOLO-NAS18:54
Licence Plate Detection using YOLO-NAS17:19
Licence Plate Detection and Recognition using YOLO-NAS and EasyOCR22:06
Learn to detect license plates with YOLO-NAS and read them with EasyOCR in an end-to-end ANPR workflow, including project setup and displaying OCR results.
Plastic Bottles Counting on Manufacturing Lines1:14:38

Requirements

Python Programming experience is an advantage but not required
Laptop/PC

Description

Welcome to the YOLO-NAS: The Ultimate Course for Object Detection & Tracking with Hands-on Projects, Applications and WebApps development. YOLO-NAS is a next-generation object detection model that has been developed using the Neural Architecture Search (NAS) technology.

Topics covered in this course:

Introduction to YOLO-NAS

YOLO-NAS: New YOLO Object Detection Model Beats YOLOv6 & YOLOv8

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

YOLO-NAS Object Detection in Windows

Object Detection on Images

Object Detection on Videos

Object Detection with YOLO-NAS on Live Webcam Feed

Run YOLO-NAS Model in Google Colab

How to find the dataset

Data annotation/labeling/ Automatic Dataset Splitting

How to train YOLO-NAS using custom dataset, transfer learning

Potholes Detection using YOLO-NAS

Personal Protective Equipment (PPE) Detection using YOLO-NAS

Real Time Custom Object Detection (PPE Detection) with Webcam and Export Model

Introduction to Multi-Object Tracking

Object Tracking using YOLO-NAS and SORT

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

Real Time Sign Language Alphabets Detection using YOLO-NAS

Real Time Face Mask Detection using YOLO-NAS

Fire Detection using YOLO-NAS

Cars Counting using YOLO-NAS and SORT Object tracking

People Counter using YOLO-NAS and SORT Object Tracking

Plastic Bottles Counting in a Manufacturing Line using YOLO-NAS

Automatic Number Plate Recognition using YOLO-NAS

Privacy Blurring using YOLO-NAS
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

Who this course is for:

For Everyone who is interested in Computer Vision
For Everyone who study Computer Vision and want to know how to use YOLO for Object Detection
For Everyone who wants to learn the latest YOLO-NAS version
Building Deep learning Apps with Computer Vision
Building Web Apps with Computer Vision

YOLO-NAS The Ultimate Course for Object Detection & Tracking

What you'll learn

Explore related topics

Course content

YOLO-NAS : New Object Detection Model3 lectures • 16min

YOLO-NAS Implementation | Windows4 lectures • 45min

YOLO-NAS Implementation | Google Colab1 lecture • 16min

Training Custom YOLO-NAS3 lectures • 1hr 47min

YOLO-NAS Object Tracking10 lectures • 2hr 38min

Streamlit Apps with YOLO-NAS and ChatGPT3 lectures • 1hr 41min

YOLO-NAS + SAM: Image Segmentation using YOLO-NAS and Segment Anything Model2 lectures • 21min

YOLO-NAS Apps9 lectures • 5hr 40min

Requirements

Description

Who this course is for: