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YOLO: Automatic License Plate Detection & Extract text App

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About Course

Learn how to build a YOLO Automatic License Plate Detection and Text Extraction App with this free course! This comprehensive course covers everything from image processing and object detection to building a web application with Flask. You will learn how to label images for object detection, train a deep learning model using InceptionResNet V2 in TensorFlow 2, evaluate the model’s performance, and extract text from images using Pytesseract. This course also covers web development with Flask and includes all notebooks and py files for reference.

This course is completely free and is offered by platforms like Udemy, Udacity, Coursera, MasterClass, NearPeer, and others.

**Key Skills and Technologies:**

* Image Processing
* Object Detection
* Deep Learning
* TensorFlow 2
* InceptionResNet V2
* Optical Character Recognition (OCR)
* Pytesseract
* Flask
* Web App Development
* Python

**This course will teach you:**

* How to build a project in Python
* How to label images for object detection
* How to train an object detection model with InceptionResNet V2 in TensorFlow 2
* How to evaluate the model’s performance
* How to use Optical Character Recognition with Pytesseract
* How to build a Flask API
* How to develop a Flask web application using HTML and Bootstrap
* How to train a YOLO model with custom data
* How to develop a web application and integrate a YOLO model

This free course is a great opportunity to learn how to build a practical and valuable application that has real-world applications. Sign up today and start learning!

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What Will You Learn?

  • Object Detection from Scratch
  • License Plate Detection
  • Extract text from Image using Tesseract
  • Train InceptionResnet V2 in TensorFlow 2 for Object Detection
  • Flask Based Web API
  • Labeling Object Detection Data using Image Annotation Tool
  • Train custom YOLO model from scratch
  • Real time license plate detection with YOLO

Course Content

Introduction

  • A Message from the Professor
  • Introduction
    04:54
  • Project Architecture
    03:04
  • Install Anaconda Python
    02:30
  • Install OpenCV and TensorFlow 2.x
    02:57
  • Facing Any issue with the Course here is the solution
    06:03

Labeling

Data Processing

Deep Learning for Object Detection

Pipeline Object Detection Model

Optical Character Recognition (OCR)

Flask App

Number Plate Web App

Real Time Number Plate Recognition with YOLO

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Student Ratings & Reviews

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MA
1 month ago
This was very helpful

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