Computer Vision : OCR using Python - GenAI with LLM & RAG | Udemy [Update 01/2025]
English | Size: 3.1 GB
Genre: eLearning[/center]
Become a Computer Vision Expert & Learn OCR with Tesseract, OpenCV, Deep Learning, GenAI, LLMs, & RAG
What you'll learn
A quick starter on OCR Architecture, Commercial Solutions and Use Cases in Industry
Learn to implement OCR - Text Detection with OpenCV and Deep Learning Models
Use Tesseract and EasyOCR to implement OCR - Text Recognition
Work with OCR - Text Labelling using Spacy and Regular Expression
Discover the concepts of RAG, its architecture and extract deeper insights from text
Integrating OCR outputs into RAG pipelines for advanced document understanding and information extraction
Build OCR Solutions for Invoice Processing with Text Labelling and XML output & Vehicle Nameplate Recognition
Executable Code of CTPN and EAST Model implementation for Text Detection and Text Recognition
Learn to train Deep Learning Models of CTPN and EAST on ICDAR dataset
Understand the Image Basics and apply it for Image Processing
Use OpenCV and Tesseract to apply Noise Removal Techniques including Thresholding, Rescaling, Dilation, Erosion and Deskewing
Learn to develop web-based applications - Business Card Recognition and KYC Digitization for OCR using Flask
Master OCR with Python and OpenCV: Become a Computer Vision Expert
Unlock the Power of Text Extraction with AI & Generative AI
This comprehensive course will equip you with the skills to:
Build Cutting-Edge OCR Systems: Go beyond traditional OCR with Python and OpenCV. Learn to leverage the power of Large Language Models (LLMs) and Retrieval Augmented Generation (RAG) to create intelligent and accurate text extraction systems.
Master Deep Learning Techniques: Dive into advanced deep learning models like CTPN and EAST for text detection and recognition.
Integrate GenAI for Enhanced OCR: Discover how to integrate Generative AI with LLMs and RAG to improve OCR accuracy, extract insights from unstructured text, and automate complex document processing tasks.
Apply OCR to Real-World Scenarios: Implement OCR solutions for a variety of applications, including document digitization, invoice processing, and more.
Stay Ahead of the Curve: Keep up with the latest advancements in OCR, Computer Vision, LLMs, RAG, and Generative AI.
Key Features:
Hands-On Projects: Gain practical experience with real-world projects, such as invoice processing, KYC digitization, and business card recognition.
Expert Guidance: Learn from experienced instructors who will guide you through every step of the process.
In-Depth Coverage: In-Depth Coverage: Explore a wide range of topics, from fundamental image processing and deep learning to advanced LLM and RAG techniques.
Dedicated Support: Get 24/7 support from our team of experts.
Flexible Learning: Learn at your own pace with self-paced video lessons and downloadable resources.
What You'll Learn:
Fundamental Image Processing: Understand the basics of image processing, including image formats, color spaces, and image manipulation techniques.
Text Detection and Recognition: Master techniques for detecting and recognizing text in images and PDFs.
Deep Learning for OCR: Explore advanced deep learning models like CTPN and EAST for accurate text detection and recognition.
Revolutionize OCR with the power of LLMs and RAG. Learn to build intelligent text extraction systems by mastering LLM fine-tuning, exploring RAG architectures, and seamlessly integrating OCR outputs into advanced AI pipelines.
Data Preprocessing and Augmentation: Prepare your data for training deep learning models.
Model Training and Evaluation: Train and evaluate your models using appropriate metrics.
Deployment Strategies: Deploy your OCR models to production environments.
Why Choose This Course?
Industry-Relevant Skills: Develop highly sought-after skills in OCR, Computer Vision, LLMs, RAG, and Generative AI to advance your career in AI and machine learning
Real-World Applications: Learn how to apply OCR to solve real-world problems.
Flexible Learning: Learn at your own pace with self-paced video lessons and downloadable resources.
Expert Guidance: Benefit from expert instruction and personalized support.
Career Advancement: Gain a competitive edge in the job market with advanced OCR skills.
Enroll Now and Unlock the Power of OCR with GenAI, LLMs, and RAG!
Who this course is for:
Beginners to Computer Vision
OCR Engineer
OCR Specialist
Machine Learning Professionals
Anyone looking to become more employable as a Computer Vision Expert
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