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    You are at:Home»Development»Automatic Number Plate Recognition, OCR Web App in Python
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    Automatic Number Plate Recognition, OCR Web App in Python

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    Automatic Number Plate Recognition, OCR Web App in Python - Online Course Download
    Automatic Number Plate Recognition, OCR Web App in Python - Online Course Download
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    Development free online course free udemy paid course freecourse freecoursesite Object Detection Software Engineering udemy course download udemy free download

    What you'll 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

    Requirements :

    Basic knowledge of Python
    Knowledge of Deep Learning with TensorFlow
    Basics on HTML

    Description :

    Image Processing and Object Detection is one of the areas of Data Science and has a wide variety of applications in the industries in the current world. Many industries looking for a Data Scientist with these skills. This course covers modeling techniques including labeling Object Detection data (images), data preprocessing, Deep Learning Model building (InceptionResNet V2), evaluation, and production (Web App)

    We start this course Project Architecture that was followed to Develop this App in Python. Then I will show how to gather data and label images for object detection for Licence Plate or Number Plate using Image Annotation Tool which is open-source software developed in python GUI (pyQT).

    Then after we label the image we will work on data preprocessing, build and train deep learning object detection model (InceptionResnet V2) in TensorFlow 2. Once the model is trained with the best loss, we will evaluate the model. I will show you how to calculate the

    Intersection Over Union (IoU)

    The precision of the object detection model.

    Once we have done with the Object Detection model, then using this model we will crop the image which contains the license plate which is also called the region of interest (ROI), and pass the ROI to Optical Character Recognition API Tesseract in Python (Pytesseract). In this model, I will show you how to extract text from images.  Now, we will put it all together and build a Pipeline Deep Learning model.

    In the final module, we will learn to create a web app project using FLASK Python. Initially, we will learn basics concepts in Flask like URL routing, render the template, template inheritance, etc. Then we will create our website using HTML, Bootstrap. With that we are finally ready with our App.

    WHAT YOU WILL LEARN?

    Building Project in Python Programming

    Labeling Image for Object Detection

    Train Object Detection model (InceptionResNet V2) in TensorFlow 2.x

    Model Evaluation

    Optical Character Recognition with Pytesseract

    Flask API

    Flask Web App Development in HTML, Boostrap, Python

    We know that Computer Vision-Based Web App is one of those topics that always leaves some doubts. Feel free to ask questions in Q & A and we are very happy to answer all your questions.

    We also provided all Notebooks, py files in the resources which will useful for reference.

    Who this course is for :

    Anyone who want to build deep learning project from sctrach
    A python developer who want to develop Number Plate OCR Project
    Anyone who want to learn end to end Deep Learning Project
    Who are curious in developing Web App project in TensorFlow 2

    Course Size Details :

    3.5 hours on-demand video
    4 articles
    9 downloadable resources
    Full lifetime access
    Access on mobile and TV
    Certificate of completion

    View Demo

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