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Unlock the Power of Language: Natural Language Processing (课程)

Introduction to Natural Language Processing

所有级别 • 22 讲座 • 终身无限畅学
Unlock the Power of Language: Natural Language Processing
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认识您的导师:Educational Engineering Team

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1小时 57分
总内容

你将学到什么

Master NLP Fundamentals: Grasp core concepts, history, and machine learning techniques in NLP.
Preprocess Text Like a Pro: Learn tokenization, stop word removal, stemming, and lemmatization.
Unlock Word Meaning: Master TF-IDF and Bag of Words to extract meaning from text.
Become a Grammar Ninja: Discover POS tagging to understand word function in sentences.
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课程内容

2 部分 • 22 讲座 • 01:57:09 总长度

Introduction to NLP

02:15

NLP Before Deep Learning

07:45

null

NLP During Deep Learning Era (till 2013)

05:23

null

NLP During Deep Learning Era (Present)

02:33

null

NLP Applications pt1

05:49

null

NLP Applications pt2

03:42

Text Preprocessing

04:23

Tokenization Definition

02:03

Word-based Tokenization

06:11

Charachter-based Tokenization

02:43

Subword-based Tokenization

03:52

Stop words Removal

04:02

Stemming

04:39

Lemmatization

02:56

Part of Speech Definition

02:17

POS Tagging Importance, Techniques and Challenges

05:36

Bag of Words

05:36

BOG Benefits and Limitations

03:23

TF-IDF Definition

02:32

TF-IDF Advantages and Limitations.

04:39

How TF-IDF Works

04:09

Bonus Lecture

30:29
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要求

What are the requirements or prerequisites for taking your course?

Comfort with Technology: Basic computer literacy and familiarity with using online learning platforms will be advantageous.

Aptitude for Learning: A willingness to learn new concepts and a desire to explore the exciting world of NLP are essential.

目标受众

Developers and Programmers: Expand your skillset and explore how NLP can be integrated into your applications.

Data Scientists and Analysts: Learn powerful techniques to extract insights and meaning from vast amounts of text data.

Marketers and Business Professionals: Gain a competitive edge by understanding customer sentiment, analyzing online trends, and creating targeted communication strategies.

Content Creators and Writers: Optimize your content for search engines, personalize audience engagement, and explore innovative storytelling techniques.

关于本课程

Crack the Code of Human Language: Become an NLP Mastermind!


Imagine a world where machines can understand your every word. That's the power of Natural Language Processing (NLP), and YOU can be the one wielding it!


This course isn't your dusty textbook lecture. We'll take you on a thrilling journey, from the birth of NLP (think pre-Deep Learning days!) to the cutting-edge models that power today's AI giants like GPT-3.


Feeling a little lost in tech jargon? Worry not! Whether you're a curious student, a coding whiz, or simply fascinated by the magic of language, this course is designed for YOU.


Here's what awaits you on your NLP adventure:


  • Become a Machine Whisperer: Learn how to train machines to understand human language, from basic emotions to complex text analysis. ️‍
  • From Cave Paintings to Chatbots: Explore the incredible evolution of NLP, witnessing its transformation from sci-fi fantasy to real-world game-changer.
  • NLP in the Wild: Uncover how NLP is revolutionizing industries, from social media sentiment analysis to building mind-blowing chatbots that can actually hold a conversation!
  • Text Ninja Training: Master the art of data wrangling, cleaning up messy text and preparing it for your NLP projects like a pro.
  • The Grammar Guru: Demystify Parts-of-Speech tagging, a secret weapon for building powerful NLP models.
  • Unlocking the Meaning of Words: Crack the code of the Bag-of-Words model, a sneaky trick to turn text into numbers that computers can understand.
  • TF-IDF: Your New Superpower: Master TF-IDF, the technique that reveals the true importance of words within a document.
  • Code Like a Boss: Solidify your learning with bite-sized code examples that you can implement in real-world projects.


This isn't just a course, it's your gateway to a future where humans and machines communicate seamlessly. Are you ready to join the revolution?


Enrol Now & Become an NLP Mastermind!


P.S. Enroll now and get exclusive access to bonus resources and a thriving online community of NLP enthusiasts.

职业发展机遇与目标岗位

掌握前沿实战技能,胜任全球高薪核心职位

就业就绪型课程
可申请的目标岗位

Full Stack Software Engineer

Backend Systems Developer

Frontend Application Specialist

Automation & Scripting Engineer

预估年薪范围
$90,000 – $145,000 / yr
全球行业需求

High Global Tech Demand

掌握的核心关键技能
Production Code Architecture
RESTful & Modern API Design
State Management & UI Scaling
Debugging & Automated Testing
* 估算数据基于全球科技行业薪酬基准与招聘市场报告。
认识您的讲师
Educational Engineering Team
5.0 评级
95 学生
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Educational Engineering Team
主要导师
Educational Engineering Team is a Leading Team in Microcontroller Industry, with over 13 Years of Experience in Teaching and Doing Practical Projects.

Educational Engineering Team is a group of skilled engineers dedicated to sharing practical knowledge with learners worldwide. Founded by Ashraf Said Al-Madhoun, the team has worked in programming, microcontrollers, electronics, and engineering education since 2007.

Rather than offering superficial explanations, the team breaks down complex topics into clear, step-by-step lessons supported by practical projects and bite-sized videos. This hands-on approach helps learners understand technical concepts and apply them directly to their studies, careers, and personal projects.

Ashraf is a Mechatronics Engineer, educator, author, electronics and programming enthusiast, and maker. As Chief Educational Engineer, he specializes in explaining challenging concepts in a simple, structured, and accessible way. He has extensive teaching experience and has authored four books about microcontrollers.

Educational Engineering Team has created more than 100 online courses covering circuit design, electronics simulation, PCB fabrication, Arduino, PIC microcontrollers, Raspberry Pi, C, Python, PLC programming, industrial automation, 3D design, ESP boards, embedded systems, and the Internet of Things.

In addition to producing courses, bootcamps, articles, and tutorials, the team supports electronics and programming enthusiasts, STEM students, educators, and aspiring engineers. Its members also provide engineering consultation and guidance for student graduation projects, helping learners develop practical skills and prepare for careers in the technology industry.

...

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