About this course: This course provides an unique opportunity for you to learn key components of text mining and analytics aided by the real world datasets and the text mining toolkit written in Java. Hands-on experience in core text mining techniques including text preprocessing, sentiment analysis, and topic modeling help learners be trained to be a competent data scientists. Empowered by bringing lecture notes together with lab sessions based on the y-TextMiner toolkit developed for the class, learners will be able to develop interesting text mining applications.
Created by: Yonsei University
Taught by: Min Song, Professor
Library & Information Technology
| Level | Intermediate |
| Language | English, Subtitles: Chinese (Simplified) |
| How To Pass | Pass all graded assignments to complete the course. |
| User Ratings |
Syllabus
WEEK 1
Course Logistics and the Text Mining Tool for the Course
4 videos, 1 reading
WEEK 2
Text Preprocessing
5 videos, 1 reading
WEEK 3
Text Analysis Techniques
6 videos, 2 readings
Graded: Text Analysis Practice
WEEK 4
Term Weighting and Document Classification
5 videos, 2 readings
Graded: Document Classification Practice
WEEK 5
Sentiment Analysis
6 videos, 1 reading
Graded: Sentiment Analysis Practice
WEEK 6
Topic Modeling
5 videos, 1 reading
Graded: Topic Modeling Practice
FAQs
How It Works
Coursework
Each course is like an interactive textbook, featuring pre-recorded videos, quizzes and projects.
Help from Your Peers
Connect with thousands of other learners and debate ideas, discuss course material, and get help mastering concepts.
Certificates
Earn official recognition for your work, and share your success with friends, colleagues, and employers.
Creators
Yonsei University
Yonsei University was established in 1885 and is the oldest private university in Korea.
Yonsei’s main campus is situated minutes away from the economic, political, and cultural centers of Seoul’s metropolitan downtown. Yonsei has 3,500 eminent faculty members who are conducting cutting-edge research across all academic disciplines. There are 18 graduate schools, 22 colleges and 133 subsidiary institutions hosting a selective pool of students from around the world.
Yonsei is proud of its history and reputation as a leading institution of higher education and research in Asia.
Ratings and Reviews
Excellent theory and hands-on lab codes. It'd be great if you could also cover how-to in other relevant programming languages using R or Python.
Excellent course !!
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