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Data Science

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Data Analysis

Text Mining Practical Project - Analyzing News Data

You have learned the basics of programming, crawling, and text mining, but have you ever felt lost when it comes to actually doing a project? This is a lecture where you will go through a project with me from start to finish.

(3.2) 5 reviews

152 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

  • News data analysis

  • Top keyword visualization

  • word2vec

  • Recommendation and search system

🙆🏻‍♀ This is a practical text mining project. This course covers everything from news data collection to extracting and visualizing monthly top keywords, and even creating a news recommendation system! 🙆🏻‍♂

🗒 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 will walk you through a project from start to finish. This course will cover the following:

🌈 News data collection 

Nate News collects 400 articles per day across all categories in 2019.

🌈 News data preprocessing and top keyword extraction 

Nate News collects 400 articles per day across all categories in 2019.

🌈 Visualize Top Keywords with Excel

Let's visualize daily/monthly top keywords in Excel.

🌈 Visualize top keywords with charts

Nate News collects 400 articles per day across all categories in 2019.

🌈 Word2vec

A basic and widely used method of word representation is 'word2vec'. Let's learn about the concept and train it with news data.

🌈 Create search and recommendation models

We create a news search recommendation model by creating a sentence vec from the news title and using cosine similarity.

🙋🏻‍♂️ I'm curious!

Q. Can I listen without knowing R at all?
A. You should have a basic understanding of the R language, web crawling, and text mining to easily follow this course. 😭😭. I recommend taking the free R programming introductory course and the text mining course.

Recommended for
these people

Who is this course right for?

  • Anyone interested in trying out a text mining project

  • Anyone who wants to analyze news data

Need to know before starting?

  • R programming

  • Web crawling

  • Text Mining Basics

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

14 lectures ∙ (3hr 16min)

Course Materials:

Lecture resources
Published: 
Last updated: 

Reviews

All

5 reviews

3.2

5 reviews

  • dhlim8093님의 프로필 이미지
    dhlim8093

    Reviews 1

    Average Rating 4.0

    4

    100% enrolled

    It was a good lecture.

    • gdkmh81211306님의 프로필 이미지
      gdkmh81211306

      Reviews 2

      Average Rating 5.0

      5

      36% enrolled

      I bought a lot because it helped me a lot with network analysis. I hope there will be more lectures.

      • indigo님의 프로필 이미지
        indigo

        Reviews 5

        Average Rating 3.8

        1

        100% enrolled

        The lecture content and the lecturer's diction are very poor. The Word2Vec part did not even provide the source code. Since the lecture was conducted spontaneously without any preparation, the lecture itself is disorganized. And if this person's lecture content were made into text and analyzed for frequency, the phrase 'Ja~' would probably be the most frequent. It's annoying to listen to.

        • 3812kim2408님의 프로필 이미지
          3812kim2408

          Reviews 4

          Average Rating 3.5

          3

          21% enrolled

          Just like that

          • gooddoctor8228님의 프로필 이미지
            gooddoctor8228

            Reviews 17

            Average Rating 4.6

            3

            36% enrolled

            Great lecture. It's a bit of a shame it's not in Python.

            $26.40

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