Statistical Case Studies — *from a Data Science Perspective*

Contents

## Time and Venue

*Every Thursday 10:00 — 12: 35 from February 28 to June 25, 2018**Room 101, Building 6, Shahe Campus*

## Prerequisites

- Basic knowledge of statistics
- Basic knowledge of computing

## Part I: Tools for Data Processing

- Introduction to Data Processing Tools
- Data and Statistical Modelling with Python
- Natural Language Processing
- Chinese Text Processing | PDF
- Web Scraping with Python
- Guest Lecture: TBA

## Part II: Models

- Sentiment and Semantic Analysis
- Probabilistic Methods for Modelling Texts
- Word Vectors | HTML | SLIDES
- Word2Vec | Related Papers [1] [2]
- Probabilistic Topic Models | HTML | SLIDES

- Methods for mixed types of data
- Guest Lecture: TBA

## Part III: Reporting

- Visualization Tools | HTML
- Guest Lecture: TBA
- Presentation
- Final Assignments

## 11 replies on “Statistical Case Studies (2019 Spring)”

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