課程簡介
介紹
Stata 和 Big Data
- 什麼是 Stata?
- Stata 語法和命令
R Programming
- 什麼是 R?
- R 語法和結構
準備開發環境
- 安裝與設定Stata
- 安裝和配置 R 庫和框架
R 和 Stata
- 使用 R 讀取和寫入 Stata
Databases 和 Stata 中的數據
- 打開和清除資料庫
- 壓縮資料庫
- 匯入和匯出資料庫
- 查看、描述和匯總原始數據
- 使用製表和表格
- 實現用於數據操作的變數
描述性分析和預測分析
- 使用分佈分析
- 使用 Monte Carlo 類比
- 使用計數數據分析
- 使用生存分析
假設檢驗
- 測試和比較均值
在 Stata 中繪圖
- 使用繪圖、圖表和圖形
- 在繪圖中使用統計分析
- 設置圖形樣式和組合圖表
使用 R 的回歸模型
- 使用雙變數相關和回歸
- 使用 OLS 回歸、logit 和 probits
- 在回歸模型中使用交互效應
總結和結論
最低要求
- 對數據分析的理解
觀眾
- 數據分析師
客戶評論 (5)
Data management, reporting and statistics concepts.
Dumisani - Interfront SOC Ltd
Course - Stata: Beginner to Advanced
Day 1 and Day 2 were really straight forward for me and really enjoyed that experience.
Mareca Sithole - Africa Health Research Institute
Course - R Fundamentals
The pace was just right and the relaxed atmosphere made candidates feel at ease to ask questions.
Rhian Hughes - Public Health Wales NHS Trust
Course - Introduction to Data Visualization with Tidyverse and R
Michael the trainer is very knowledgeable and skillful about the subject of Big Data and R. He is very flexible and quickly customize the training meeting clients' need. He is also very capable to solve technical and subject matter problems on the go. Fantastic and professional training!.
Xiaoyuan Geng - Ottawa Research and Development Center, Science Technology Branch, Agriculture and Agri-Food Canada
Course - Programming with Big Data in R
I enjoyed the Excel sheets provided having the exercises with examples. This meant that if Tamil was held up helping other people, I could crack on with the next parts.