강의

멘토링

커뮤니티

Data Science

/

Data Analysis

Text Mining Practical Project - Ranking Restaurants Near My House

This is a practical text mining project. This is a lecture that covers everything from data collection to sentiment analysis and data visualization all at once!!

(5.0) 2 reviews

113 learners

Level Intermediate

Course period Unlimited

  • coco
R
R
Big Data
Big Data
Web Crawling
Web Crawling
R
R
Big Data
Big Data
Web Crawling
Web Crawling

What you will gain after the course

  • Utilizing web crawling

  • Applying sentiment analysis to restaurants

  • Map visualization


🙆🏻‍♀ This is a practical text mining project.
🙆🏻‍♂
This course covers everything from data collection to sentiment analysis and data visualization!



🗒 Course Introduction

You've learned the basics of programming, crawling, and even taken a text mining course, but are you still feeling overwhelmed when it comes to actually working on a project? This course walks you through a project from start to finish with me.

🌈 Collection of a list of delicious restaurants near my house

I use Naver Maps to collect a list of restaurants near my house.

🌈 Gourmet blog data collection

After setting keywords that can be searched on the blog, we collect blog data for each restaurant.

🌈 Sentiment Analysis of Restaurant Data

We train a sentiment analysis model based on supervised learning and build a sentiment dictionary with an accuracy of up to 80%.
Apply sentiment analysis to blog data based on the built dictionary.


🌈 Restaurant Ranking and Data Visualization

We apply sentiment analysis to each restaurant to rank them and visualize them on a map.
Additionally, we will draw a word cloud for each restaurant.

🙋🏻‍♂️ Expected questions related to the lecture

Q. Can I listen without knowing R at all?
A. You should have a basic understanding of R, web crawling, and text mining to easily follow this course. 😭😭. I recommend taking the free R Programming Fundamentals course and the Text Mining course. I've also uploaded basic information on web crawling and sentiment analysis (web crawling practice, text mining lecture videos). If you find these courses easy to follow, you don't need to take the other courses!

Recommended for
these people

Who is this course right for?

  • Anyone who wants to try a practical text mining project

  • Anyone who wants to try applying sentiment analysis

Need to know before starting?

  • R basics

  • Basic knowledge of web crawling and text mining

Hello
This is

8,388

Learners

509

Reviews

136

Answers

4.4

Rating

20

Courses

I am an unemployed scholar who majored in statistics as an undergraduate, earned a PhD in industrial engineering (artificial intelligence), and is still studying.

Awards ㆍ 6th Big Contest: Game User Churn Algorithm Development / NCSOFT Award (2018) ㆍ 5th Big Contest: Loan Delinquency Prediction Algorithm Development / Korea Association for ICT Promotion

Awards

ㆍ 6th Big Contest Game User Churn Prediction Algorithm Development / NCSOFT Award (2018)

ㆍ 5th Big Contest Loan Defaulter Prediction Algorithm Development / Korea Association for ICT Promotion (KAIT) Award (2017)

ㆍ 2016 Weather Big Data Contest / Korea Institute of Geoscience and Mineral Resources President's Award (2016)

ㆍ 4th Big Contest: Development of Insurance Fraud Prediction Algorithm / Finalist (2016)

ㆍ 3rd Big Contest Baseball Game Prediction Algorithm Development / Minister of Science, ICT and Future Planning Award (2015)

* blog : https://bluediary8.tistory.com

My primary research areas are data science, reinforcement learning, and deep learning.

I am currently doing crawling and text mining as a hobby :)

I developed an app called Marong that uses crawling to collect and display only popular community posts,

I also created a restaurant recommendation app by collecting lists of famous restaurants and blog posts from across the country :) (it failed miserably..)

I am currently a PhD student researching artificial intelligence.

I even developed a restaurant recommendation app by collecting blog posts and lists of top-rated restaurants across the country :) (though it failed miserably...) Now, I am a PhD student researching artificial intelligence.

I even developed a restaurant recommendation app by collecting lists of famous restaurants and blogs from all over the country :) (It failed miserably...) Now, I am a PhD student researching artificial intelligence.

I even developed a restaurant recommendation app by collecting lists of famous restaurants and blogs from all over the country :) (It failed miserably...) Now, I am a PhD student researching artificial intelligence.

I even developed a restaurant recommendation app by collecting lists of famous restaurants and blogs from all over the country :) (It failed miserably...) Now, I am a PhD student researching artificial intelligence.

Curriculum

All

16 lectures ∙ (5hr 23min)

Course Materials:

Lecture resources
Published: 
Last updated: 

Reviews

All

2 reviews

5.0

2 reviews

  • sehok3041366님의 프로필 이미지
    sehok3041366

    Reviews 1

    Average Rating 5.0

    5

    100% enrolled

    It was a good course to learn how to proceed and how to solve problems when they arise. I think I should apply it and create something of my own :)

    • it04553632님의 프로필 이미지
      it04553632

      Reviews 2

      Average Rating 5.0

      5

      69% enrolled

      It's fun

      $26.40

      coco's other courses

      Check out other courses by the instructor!

      Similar courses

      Explore other courses in the same field!