Intelligently Extract Text & Data from Document with OCR NER

🌟 Course Title: Intelligently Extract Text & Data from Document with OCR NER

🚀 Headline: Develop Document Scanner App - Named Entity Extraction from Scanned Documents using OpenCV, Pytesseract, Spacy

🌍 Description:

Welcome to Course "Intelligently Extract Text & Data from Document with OCR NER"!!! 🎉

In this comprehensive course, you will embark on a journey to develop a customized Named Entity Recognizer (NER) that can extract entities from scanned documents such as invoices, business cards, shipping bills, and bill of lading documents. Although our primary focus for privacy reasons will be on business cards, the techniques and frameworks you'll learn can be applied to a wide range of financial documents.

🔍 Curriculum Overview: To build this project, we will harness the power of two pivotal technologies in data science: Computer Vision for scanning and text extraction, and Natural Language Processing (NLP) for entity recognition and parsing.

📈 Python Libraries:

• Computer Vision Module:
  • OpenCV
  • Numpy
  • Pytesseract
• Natural Language Processing:
  • Spacy
  • Pandas
  • Regular Expression
  • String

🚀 Development Stages:

Stage-1: Project Setup

• Install Python
• Install Dependencies

Stage-2: Data Preparation

• Gather Images
• Overview on Pytesseract
• Extract Text from all Images
• Clean and Prepare text

Stage-3: Labeling NER Data

• Manually Labeling with BIO technique
  • B: Beginning
  • I: Inside
  • O: Outside

Stage-4: Data Preprocessing for Machine Learning

• Prepare Training Data for Spacy
• Convert data into spacy format

Stage-5: Training the Named Entity Model

• Configuring NER Model
• Train the model

Stage-6: Predicting and Parsing Entities

• Load Model
• Render and Serve with Displacy
• Draw Bounding Box on Image
• Parse Entitles from Text

🎓 Final Project:

We will culminate our learning by creating a document scanner application that leverages the power of OpenCV, Pytesseract, and Spacy to extract text and entities from scanned documents.

Are you ready to take your data extraction skills to the next level? Let's start developing this Artificial Intelligence project today! 🚀

Enroll now and transform your approach to document handling with cutting-edge OCR NER technology. 📜➡️🧠