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IT 및 소프트웨어/기타 IT 및 소프트웨어

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

Introduction to Natural Language Processing

모든 레벨 • 22 강의 • 평생 이용권
Educational Engineering Team

검증된 마스터 강사

Unlock the Power of Language: Natural Language Processing
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강사를 만나세요: Educational Engineering Team

19 ms

5.0 / 5.0
글로벌 평가
1
활동적인 학생
1시간 57분
총 내용

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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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코스 내용

2 섹션 • 22 강의 • 01:57:09 총 길이

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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요구사항

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.

대상 고객

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.

이 코스에 대하여

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.

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지원 가능한 주요 직무

Full Stack Software Engineer

Backend Systems Developer

Frontend Application Specialist

Automation & Scripting Engineer

예상 평균 연봉
$90,000 – $145,000 / yr
글로벌 시장 수요

High Global Tech Demand

습득하게 되는 핵심 실무 역량
Production Code Architecture
RESTful & Modern API Design
State Management & UI Scaling
Debugging & Automated Testing
* 글로벌 IT 채용 벤치마크 및 산업별 급여 보고서를 바탕으로 한 추정치입니다.
강사 소개
Educational Engineering Team
5.0 평가
95 학생
프로필 전체 보기
Educational Engineering Team
메인 강사
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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