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商業大數據平台
Programs
Curriculum
Capstone – General Mgn.
Capstone – Digital Marketing
Capstone – Fintech
Business Partners
Curriculum experience sharing
Practice of Business Analytics
1. Introductions
2. Basic Programming
3&4. Data Cases
5. Dplyr Package
6. Ggplot2 Package
7a. EDA
7b. Clustering & Dimension
8. Probabilities
9. Linear Regression
10. Logistic Regression
11. Prediction to Decision
12. Predictive Modeling
13. Assumption & Simulation
Practice of Biz Analytics 2021
Big Data, ML & AI
Summer Course
Communities
Links
Learning Map
Shiny APP
R: Analytics & Statistics
Digital Marketing
Basic Courses
Advanced Courses
Big Data Platform
Block Chain Courses
Public Resources
Students’ Works
Collaboration Mechanism of Digital Contents
YELP Review: Data Exploration
YELP Review: Industry Analysis
Customer Value Management
Product Sales Information
Predictive Model
Basket Analysis
Pattern Recognition & Learning
Interactive Infographic Website
Presidential Election Gossip
Collaborative Learning
Thesis with R
Big Data Visualization
2020
Web Program & Design Club
R: Financial Portfolio Analysis Study Group
R Study Group
Big Data App Development Panel
PTT Collected Works Study Group
2019
Econometrics
Time Series & Forecasting
Digital Marketing
Data Visualization
Events
2021 Business Big Data Workshop
2021 BigVis Online Seminar
Winter 2021 – 商業智慧日體驗營【大學 R YOU READY？】
2020 Business Intelligence Summer Camp
2020 RiTW Online Seminar
Spring 2020 – 商業智慧日體驗營
2020 Industry-Academia Collaboration
2019 Website Traffic Analytics Workshop
2019 Business Big Data Workshop
2018 Cloud Platform Workshop
Applications
Marketing
Product Design
Basket Analysis
Recommendation System
Customer Value Management
Model, Prediction and Decision Making
Finance
Taiwan Stock APP
Capital Allocation APP
Candlestick Chart
Investment Portfolio
Bitcoin Package
Tidyquant Package
Technologies
ML and Prediction Model
Machine Learning Structure
Supervised Learning
Unsupervised Learning
Prediction Model
Cross-validation & Parameter Tuning
Unstructured Data
Big Data Reduction
DL and AI
Multi Layer Perceptron
CNN、Conv2D
RNN、LSTM
Auto-Encoder
Generative Learning
Re-enforcement Learning
Application of Service Repairment
Transfer Learning
Website Data Analytics
Text Mining
Data Set Exploration
Collected Works Analysis
LDAVIS DEMO
Social Network Analytics
Interactive Webs
Multi-layer Interactive Map
Actual Price Registration of Real Estate
Visualization of Time and Space
Data Visualization
Learning statistics with R
Programs
Curriculum
Capstone – General Mgn.
Capstone – Digital Marketing
Capstone – Fintech
Business Partners
Curriculum experience sharing
Practice of Business Analytics
1. Introductions
2. Basic Programming
3&4. Data Cases
5. Dplyr Package
6. Ggplot2 Package
7a. EDA
7b. Clustering & Dimension
8. Probabilities
9. Linear Regression
10. Logistic Regression
11. Prediction to Decision
12. Predictive Modeling
13. Assumption & Simulation
Practice of Biz Analytics 2021
Big Data, ML & AI
Summer Course
Communities
Links
Learning Map
Shiny APP
R: Analytics & Statistics
Digital Marketing
Basic Courses
Advanced Courses
Big Data Platform
Block Chain Courses
Public Resources
Students’ Works
Collaboration Mechanism of Digital Contents
YELP Review: Data Exploration
YELP Review: Industry Analysis
Customer Value Management
Product Sales Information
Predictive Model
Basket Analysis
Pattern Recognition & Learning
Interactive Infographic Website
Presidential Election Gossip
Collaborative Learning
Thesis with R
Big Data Visualization
2020
Web Program & Design Club
R: Financial Portfolio Analysis Study Group
R Study Group
Big Data App Development Panel
PTT Collected Works Study Group
2019
Econometrics
Time Series & Forecasting
Digital Marketing
Data Visualization
Events
2021 Business Big Data Workshop
2021 BigVis Online Seminar
Winter 2021 – 商業智慧日體驗營【大學 R YOU READY？】
2020 Business Intelligence Summer Camp
2020 RiTW Online Seminar
Spring 2020 – 商業智慧日體驗營
2020 Industry-Academia Collaboration
2019 Website Traffic Analytics Workshop
2019 Business Big Data Workshop
2018 Cloud Platform Workshop
Applications
Marketing
Product Design
Basket Analysis
Recommendation System
Customer Value Management
Model, Prediction and Decision Making
Finance
Taiwan Stock APP
Capital Allocation APP
Candlestick Chart
Investment Portfolio
Bitcoin Package
Tidyquant Package
Technologies
ML and Prediction Model
Machine Learning Structure
Supervised Learning
Unsupervised Learning
Prediction Model
Cross-validation & Parameter Tuning
Unstructured Data
Big Data Reduction
DL and AI
Multi Layer Perceptron
CNN、Conv2D
RNN、LSTM
Auto-Encoder
Generative Learning
Re-enforcement Learning
Application of Service Repairment
Transfer Learning
Website Data Analytics
Text Mining
Data Set Exploration
Collected Works Analysis
LDAVIS DEMO
Social Network Analytics
Interactive Webs
Multi-layer Interactive Map
Actual Price Registration of Real Estate
Visualization of Time and Space
Data Visualization
Learning statistics with R
Re-enforcement Learning
增強式學習：Re-enforcement Learning
<to be developed>