Yolo-Nas Object Detection, Tracking & Web App In Python 2023

YOLO-NAS, Train Custom Dataset, Object Detection, Segmentation, Tracking, Real World Projects & Web Apps in Python

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

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 & Web App Development using Flask and Streamlit. YOLO-NAS is the state-of-the-art object detection model. It is the latest version of YOLO and is an improvement over the previous versions in terms of speed, accuracy and efficiency. What will you learn in this course:YOLO-NAS : A New Foundation Model for Object DetectionWhat's New in YOLO-NAS | Is YOLO-NAS the Future of Object Detection?YOLO-NAS Implementation | WindowsObject Detection with YOLO-NAS on ImagesObject Detection with YOLO-NAS on VideosObject Detection with YOLO-NAS on Live Webcam FeedRun YOLO-NAS in Google ColabYOLO-NAS + DeepSORT TrackingYOLO-NAS + DeepSORT Tracking on Custom DatasetYOLO-NAS with SORT Object TrackingVehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object TrackingBuilding a Computer Vision Web App & Why UI is importantStreamlit with YOLO-NAS IntegrationStreamlit YOLO-NAS on ImagesStreamlit YOLO-NAS on VideosDeploy Your Streamlit Web ApplicationStreamlit  App to Count the Vehicles Entering and LeavingEmpty Shelf Detection using YOLO-NASLicense Plate Detection using YOLO-NASAutomatic Number Plate Recognition using YOLO-NAS and EasyOCRAutomatic Number Plate Recognition using YOLO-NAS and PaddleOCRYOLO-NAS Multi-Cam Number Plate Recognition AppFace Detection  using YOLO-NASFace Blurring using YOLO-NASFace Detection and Gender Classification using YOLO-NASVehicle Intensity Heatmaps | YOLO-NASIntegrating YOLO-NAS with Flask and Creating a WebAppPersonal Protective Equipment (PPE) Detection with YOLO-NASWeb App- Personal Protective Equipment (PPE)  DetectionWeb App- Vehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object Tracking

Overview

Section 1: YOLO-NAS : New Object Detection Model

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

Lecture 2 What's New in YOLO-NAS | Is YOLO-NAS the Future of Object Detection?

Section 2: YOLO-NAS Implementation | Windows

Lecture 3 Introduction

Lecture 4 Object Detection on Images

Lecture 5 Object Detection on Videos

Lecture 6 Object Detection with YOLO-NAS on Live Webcam Feed

Section 3: YOLO-NAS Implementation | Google Colab

Lecture 7 Run YOLO-NAS in Google Colab

Section 4: YOLO-NAS with DeepSORT Tracking

Lecture 8 Introduction

Lecture 9 YOLO-NAS + DeepSORT Tracking

Lecture 10 YOLO-NAS + DeepSORT Tracking on Custom Dataset

Section 5: YOLO-NAS with SORT Object Tracking

Lecture 11 Introduction

Lecture 12 Read Image using OpenCV

Lecture 13 Read and Display Video using OpenCV

Lecture 14 Read, Display & Write Video Using OpenCV

Lecture 15 Capture Video From Camera Using OpenCV

Lecture 16 Object Detection on Images using YOLO-NAS

Lecture 17 Object Detection on Videos using YOLO-NAS

Lecture 18 Object Tracking using YOLO-NAS

Lecture 19 Vehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object Tracking

Section 6: YOLO-NAS StreamLit Web App Development

Lecture 20 Building a Computer Vision Web App & Why UI is important

Lecture 21 Object Detection on Videos using YOLO-NAS

Lecture 22 Object Detection on Images using YOLO-NAS

Lecture 23 Streamlit with YOLO-NAS Integration

Lecture 24 Streamlit YOLO-NAS on Images

Lecture 25 Streamlit YOLO-NAS on Videos

Lecture 26 Deploy Your Streamlit Web Application

Lecture 27 Streamlit App to Count the Vehicles Entering and Leaving (Part 1)

Lecture 28 Streamlit App to Count the Vehicles Entering and Leaving (Part 2)

Section 7: YOLO-NAS Apps

Lecture 29 Empty Shelf Detection using YOLO-NAS

Lecture 30 License Plate Detection using YOLO-NAS

Lecture 31 Automatic Number Plate Recognition using YOLO-NAS and EasyOCR

Lecture 32 Automatic Number Plate Recognition using YOLO-NAS and PaddleOCR

Lecture 33 YOLO-NAS Multi-Cam Number Plate Recognition App

Lecture 34 Face Detection using YOLO-NAS

Lecture 35 Face Blurring using YOLO-NAS

Lecture 36 Face Detection and Gender Classification using YOLO-NAS

Lecture 37 Vehicle Intensity Heatmaps | YOLO-NAS | Intro

Lecture 38 Vehicle Intensity Heatmaps | YOLO-NAS | Complete Tutorial

Section 8: YOLO-NAS WebApps

Lecture 39 Integrating YOLO-NAS with Flask and Creating a WebApp (Part 1)

Lecture 40 Integrating YOLO-NAS with Flask and Creating a WebApp (Part 2)

Lecture 41 Integrating YOLO-NAS with Flask and Creating a WebApp (Part 3)

Lecture 42 Integrating YOLO-NAS with Flask and Creating a WebApp (Part 4)

Lecture 43 Integrating YOLO-NAS with Flask and Creating a WebApp (Part 5)

Lecture 44 Integrating YOLO-NAS with Flask and Creating a WebApp (Part 6)

Lecture 45 Integrating YOLO-NAS with Flask and Creating a WebApp (Part 7)

Lecture 46 Personal Protective Equipment (PPE) Detection using YOLO-NAS

Lecture 47 Web App: Personal Protective Equipment (PPE) Detection

Lecture 48 Web App: Vehicles Counting 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,Building Web Apps with Computer Vision