Automatic Number Plate Recognition, OCR Web App in Python

Automatic Number Plate Recognition, OCR Web App in Python Free Download. Learn to Develop License Plate Object Detection, OCR and Create Web App Project using Deep Learning, TensorFlow 2, Flask

Automatic Number Plate Recognition, OCR Web App in Python 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.

Requirements

  • Basic knowledge on Python
  • Knowledge on Deep learning with TensorFlow
  • Basics on HTML

Python Exercises for Beginners Solve 100+ Coding Challenges

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

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

Automatic Number Plate Recognition, OCR Web App in Python Free Download

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Content From: https://www.udemy.com/course/deep-learning-web-app-project-number-plate-detection-ocr/

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