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所在平台: Udemy |
课程主页: https://www.udemy.com/course/deep-learning-nlp-build-and-deploy-bert-covid-qa-system/
课程评论：没有评论
课程名称：深度学习自然语言处理：构建和部署BERT COVID问答系统 课程概述：如果您有兴趣学习自然语言处理（NLP），并希望参与一个现实世界中最大规模的NLP项目，那么这门课程就是为您准备的。该课程由专业数据科学家设计，旨在帮助学生开发和部署最先进的深度学习NLP模型。在课程的每个阶段，学生将学习新技能，并能够开发和部署一个可以从包含超过25万篇COVID研究论文的数据库中获取答案的NLP问答系统。课程内容以项目为基础，涵盖了完整的编码实践，使学生能够轻松扩展算法和工具，以在其他感兴趣的话题上部署NLP问答系统。 课程结构如下： - 第一部分：完成课程所需的所有工具 - 第二部分：访问和保存COVID数据集 - 第三部分：数据预处理 - 第四部分：探索性数据分析 - 第五部分：在Elasticsearch中创建知识库 - 第六部分：创建BERT问答引擎 - 第七部分：使用Streamlit构建前端 - 第八部分：Docker化和部署 每个部分均配有额外的资料和资源，便于深入理解相关概念。同时，课程中设有趣味而激动人心的测验，以帮助学生评估自己的理解能力。期待欢迎您加入我们的学习旅程！
If you are interested to learn about NLP and looking to work on one of the biggest real world NLP projects, then this course is for you.This course has been designed by professional data scientists and our sole passion is to enable our students to develop and deploy state of the art Deep Learning NLP models.Our students will learn new skills at every step and section of our course and will be able to develop and deploy an NLP Q & A system that can retrieve answers from a database consisting of over 250,000 COVID research papers.In this course, we code everything and hence the program is very much project based. The entire program is comprehensive in a way that you can easily extend the algorithms, tools to deploy a NLP Question Answering system on another topic of interest.We have worked hard to organize the structure of this course in a way that you could apply it to any NLP project in your work or studies. It is structured in the following way:· Section 1: All instruments you need to complete the course· Section 2: Accessing and saving COVID dataset· Section 3: Data pre-processing· Section 4: Exploratory data analysis· Section 5: Creating Knowledge base in Elasticsearch· Section 6: Create BERT QA Engine· Section 7: Frontend with streamlit· Section 8: Dockerizing and deployingAll the sections include bonus/resource materials to deep dive into the concepts. You can evaluate your understanding by participating in funny yet exciting quizzes.Waiting to welcome you to be part of this journey!!
