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課程簡介
Julia 中的統計與概率 Programming
基本統計
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Statistics
摘要 Statistics 與統計包
（DataFrames 包）
數據 I/O 創建資料框 數據類型，包括分類數據和缺失數據 排序和連接 重塑和透視數據
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假設檢驗
（HypothesisTests 包）
假設檢驗的原理大綱 卡方檢驗 Z 檢驗和 T 檢驗 F檢驗 費舍爾精確檢驗 方差分析 正態性檢驗 Kolmogorov-Smirnov試驗 霍特林的 T 檢驗
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回歸和生存分析
（GLM & Survival 套餐）
線性回歸和指數族的原理概述 線性回歸 廣義線性模型 邏輯回歸 泊松回歸 Gamma 回歸 其他 GLM 型號
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生存分析
事件
什麼是距離？ 歐氏 Cityblock 街區 餘弦 相關 馬哈拉諾比斯 漢明 狂 有效值 均方偏差
多變數統計
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（MultivariateStats、Lasso 和 Loess 包）
嶺回歸 套索回歸 黃土 線性判別分析 主成分分析（PCA） 線性主成分合成材料 內核 PCA 概率 PCA 獨立 CA
主成分回歸 （PCR）
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因數分析
貝葉斯 Statistics 和概率規劃
（圖靈包）
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瑪律可夫鏈模型 Carlo
哈密頓蒙特卡洛
高斯混合模型
貝葉斯線性回歸
貝葉斯指數族回歸
貝葉斯 Neural Networks
隱瑪律可夫模型
粒子過濾
變分推理
最低要求
本課程適用於已經具有數據科學和統計學背景的人。
21 時間：
客戶評論 (8)
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
We were using road accident data for practicals
Maphahamiso Ralienyane - Road Safety Department
Course - Statistical Analysis using SPSS
經過深思熟慮和高檔的規劃材料。
Andrew - Office of Projects Victoria - Department of Treasury & Finance
Course - Forecasting with R
機器翻譯
並不無聊，培訓師可以保持注意力，主題被深入覆蓋。
Marta - Ministerstwo Zdrowia
Course - Advanced R Programming
機器翻譯
very tailored to needs
Yashan Wang
Course - Data Mining with R
The subject matter and the pace were perfect.
Tim - Ottawa Research and Development Center, Science Technology Branch, Agriculture and Agri-Food Canada
Course - Programming with Big Data in R
At the end of the class, we had a great overview of the language, we were provided tools to continue learning and were provided suggestions on how to continue learning. We covered AI/ML information.
Victor Prado - Global Knowledge Network Training Ltd
Course - R
That Haytham started with the basics and gave us enough time to do the examples and ensure that we were at the same page before we moved on to the next topic.
