Yolo-Nas The Ultimate Course For Object Detection & Tracking

YOLO-NAS, Train Custom Dataset, Object Detection, Tracking, Real World 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?

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

Real World 6 + Projects with YOLO-NAS: Unleashing the Power of YOLO-NAS

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 . 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-NASYOLO-NAS: New YOLO Object Detection Model Beats YOLOv6 & YOLOv8What's New in YOLO-NAS | Is YOLO-NAS the Future of Object Detection?YOLO-NAS Object Detection  in WindowsObject Detection on ImagesObject Detection on VideosObject Detection with YOLO-NAS on Live Webcam FeedRun YOLO-NAS Model in Google ColabHow to find the datasetData annotation/labeling/ Automatic Dataset SplittingHow to train YOLO-NAS using custom dataset, transfer learningPotholes Detection using YOLO-NASPersonal Protective Equipment  (PPE) Detection using YOLO-NASReal Time Custom Object Detection (PPE Detection) with Webcam and Export ModelIntroduction to Multi-Object TrackingObject Tracking using YOLO-NAS and SORTVehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object TrackingReal Time Sign Language Alphabets Detection using YOLO-NASReal Time Face Mask Detection using YOLO-NASFire Detection using YOLO-NASCars Counting using YOLO-NAS and SORT Object trackingPeople Counter using YOLO-NAS and SORT Object TrackingPlastic Bottles Counting in a Manufacturing Line using YOLO-NASAutomatic Number Plate Recognition using YOLO-NAS

Overview

Section 1: YOLO-NAS : New Object Detection Model

Lecture 1 YOLO-NAS : A New Foundation Model for Object Detection

Lecture 2 YOLO-NAS: New YOLO Object Detection Model Beats YOLOv6 & YOLOv8

Lecture 3 What's New in YOLO-NAS | Is YOLO-NAS the Future of Object Detection?

Section 2: YOLO-NAS Implementation | Windows

Lecture 4 Introduction

Lecture 5 Object Detection on Images

Lecture 6 Object Detection on Videos

Lecture 7 Object Detection with YOLO-NAS on Live Webcam Feed

Section 3: YOLO-NAS Implementation | Google Colab

Lecture 8 Run YOLO-NAS in Google Colab

Section 4: Training Custom YOLO-NAS

Lecture 9 Potholes Detection using YOLO-NAS

Lecture 10 Personal Protective Equipment (PPE) Detection using YOLO-NAS

Lecture 11 Real Time Custom Object Detection (PPE Detection) with Webcam and Export Model

Section 5: YOLO-NAS Object Tracking

Lecture 12 Introduction

Lecture 13 Read Image Using OpenCV

Lecture 14 Read and Display Video Using OpenCV

Lecture 15 Read, Display & Write Video Using OpenCV

Lecture 16 Capture Video From Camera Using OpenCV

Lecture 17 Object Detection on Images using YOLO-NAS

Lecture 18 Object Detection on Videos using YOLO-NAS

Lecture 19 Object Tracking using YOLO-NAS

Lecture 20 Vehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object Tracking

Section 6: YOLO-NAS Apps

Lecture 21 Real Time Sign Language Alphabets Detection using YOLO-NAS

Lecture 22 Real Time Face Mask Detection using YOLO-NAS

Lecture 23 Fire Detection using YOLO-NAS

Lecture 24 Vehicles Counting using YOLO-NAS and SORT Object tracking

Lecture 25 People Counter using YOLO-NAS and SORT Object Tracking

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