Optical Character Recognition for Table Extraction from PDF

所在平台: Udemy

课程主页: https://www.udemy.com/course/optical-character-recognition-for-table-extraction-from-pdf/

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课程简介

**课程名称:** PDF表格光学字符识别(OCR)提取 **课程概述:** 本课程将带您踏上一次精彩的旅程,学习如何实现和部署一个完整的光学字符识别(OCR)解决方案,专注于从PDF文件中提取表格。随着深度学习模型的不断进步,OCR技术在各行各业的应用日益广泛,并且性能也在不断提升。 您将学习到: * **OCR系统工作原理:** 深入理解OCR技术如何识别和解析文本。 * **构建OCR原型:** 使用Papago(或其他可能提到的类似工具)在Google Colaboratory(Colab)环境中构建一个可用的OCR原型。 * **开发API:** 利用FastAPI框架构建一个简单的API。 * **实现端到端解决方案:** 用户将能够上传PDF文件,最终获得一个包含Excel文件的压缩包,每个Excel文件代表PDF中提取出的一个独立表格。 **目标受众:** 渴望在职业生涯中更进一步、对OCR技术和数据提取感兴趣的学习者。 **课程特色:** * **实践导向:** 从概念到实际部署,全程指导您构建一个可工作的OCR解决方案。 * **技术栈:** 涵盖OCR基础、深度学习模型、Google Colab环境以及FastAPI框架。 * **注重反馈:** 课程由Neuralearn提供,非常重视学员的反馈和提问,鼓励在论坛中积极互动,以不断优化课程内容。 **讲师:** Neuralearn **课程体验:** Neuralearn致力于提供高质量的学习体验,并承诺在最短时间内回复学员在论坛中提出的所有问题。 **期待:** 准备好提升您的技能,迎接挑战,享受学习过程!

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课程详情

Optical Character Recognition (OCR) systems are used in diverse industries today. With the development of better performing deep learning models, we are getting even better OCR solutions. In this course, we shall take you on an amazing journey in which you'll implement and deploy a working OCR solution. To be more precise we shall build a working solution in which a user inputs a PDF file and gets all the tables contained in the PDF as excel sheets. We'll start from understanding how this system works, then build a working prototype on Google Colaboratory (Colab). From here, we shall build a simple API with the Fastapi framework. This will permit users input a PDF file and get as output a compressed file containing folders which themselves contain excel sheets with the different tables found in the PDF.If you are willing to move a step further in your career, this course is destined for you and we are super excited to help achieve your goals!This course is offered to you by Neuralearn. And just like every other course by Neuralearn, we lay much emphasis on feedback. Your reviews and questions in the forum will help us better this course. Feel free to ask as many questions as possible on the forum. We do our very best to reply in the shortest possible time.Enjoy!!!

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