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所在平台: Udemy |
课程主页: https://www.udemy.com/course/fundamentals-of-java-programming-for-text-mining-and-nlp/
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课程名称：文本挖掘与自然语言处理的Java编程基础 课程概述：本课程旨在教授数据分析和数据科学的基础知识，着重于Java编程、文本挖掘和自然语言处理（NLP）。根据SAS的说法，学习数据分析和数据科学的五个理由包括：1. 培养解决问题的能力，这对职业生涯和日常生活都非常有用；2. 数据分析师和数据科学家需求高，而且随着企业对数据工作的需求增加，未来价值将持续上升；3. 数据无处不在，企业需要从中获取洞察；4. 数据的重要性与日俱增，为企业决策提供了前所未有的机会；5. 涉及多个领域的相关技能，包括计算机科学、商业和数学，分析师需具备复杂信息的沟通能力。 本课程提供实用且快速的学习体验，围绕Java编程、文本挖掘和NLP的核心内容，包含丰富的实例和直接的解释。课程结束时，学生将能够开发自己的文本挖掘应用程序。课程内容包括：停止词移除、小写和大写转换、斯坦福文本分类、文本导入及转换等，特别强调斯坦福NLP的教学。 课程大纲包括： 1. 介绍 2. 入门（安装IDE等） 3. 语言基础 I（变量、数据类型等） 4. 语言基础 II（循环、条件语句、方法等） 5. 对象基础（类、继承、多态、封装等） 6. 文本挖掘基础（导入文本文件、文本转换（小写、停止词）、文本理解（斯坦福NLP）、文本分类（斯坦福分类器）） 7. 结论 完成本课程后，学习者将能够掌握基本的Java编程技巧，并为进一步学习数据科学和相关技术奠定良好的基础。
Why learn Data Analysis and Data Science?According to SAS, the five reasons are1. Gain problem solving skillsThe ability to think analytically and approach problems in the right way is a skill that is very useful in the professional world and everyday life. 2. High demandData Analysts and Data Scientists are valuable. With a looming skill shortage as more and more businesses and sectors work on data, the value is going to increase. 3. Analytics is everywhereData is everywhere. All company has data and need to get insights from the data. Many organizations want to capitalize on data to improve their processes. It's a hugely exciting time to start a career in analytics.4. It's only becoming more importantWith the abundance of data available for all of us today, the opportunity to find and get insights from data for companies to make decisions has never been greater. The value of data analysts will go up, creating even better job opportunities. 5. A range of related skillsThe great thing about being an analyst is that the field encompasses many fields such as computer science, business, and maths. Data analysts and Data Scientists also need to know how to communicate complex information to those without expertise.The Internet of Things is Data Science + Engineering. By learning data science, you can also go into the Internet of Things and Smart Cities. This course aims to equip the reader with Java programming, Text Mining, and Natural Language Processing fundamentals in a fast and practical way. There will be many examples and explanations that are straight to the point. You will develop your own Text Mining Application at the end course. This course will go into Natural Language Processing (NLP) and will look into stopwords removal, lowercase, uppercase, Stanford text classification, import text, and text transformation, Stanford NLP is seldom taught, this course teaches Stanford NLP. You can look at the following courses to the SVBook Advanced Certificate in Software Development. SVBook Advanced Certificate in Software Development is given to people who have completed the following courses:- Create Your Calculator: Learn R Programming Basics Fast- Create Your Calculator: Learn Python Programming Basics Fast- Create Your Calculator: Learn C Programming Basics Fast- Create Your Calculator: Learn C# Programming Basics Fast- Create Your Calculator: Learn Java Programming Basics Fast- Create Your WebBrowser: Learn C# Fundamentals Practicallyand passed a 50 questions Exam. The six courses are created to help learners understand about programming basics. The learner will be able to program R, Python, C, C#, and Java after the coursesContents 1. Introduction 2. Getting Started (Installing IDE,...) 3. Language Essentials I (variables, data types,...) 4. Language Essentials II (loops, if.else..., methods) 5. Object Essentials (classes, inheritance, polymorphism, encapsulation,...) 6. Text Mining Essentials (Import Text Files, Text Transformation (lowercase, stopwords), Text Understanding (Stanford NLP), Text Classification (Stanford Classifier) ) 7. Conclusion
