統計學家教你穩紮穩打 R 語言資料分析已額滿

統計學家教你穩紮穩打 R 語言資料分析

資料科學是綜合統計學、資訊科學及領域知識的一門新興學科。因此,要成為一名資料科學家,對統計當然要有基本的認識。舉凡日常的機率統計問題,例如:算機率值,統計參數估計,假設檢定及模型配適等等,除了需要理論証明推導之外,也需以程式做數值的模擬與驗証。而 R 語言正是研究者分析資料及執行統計模擬不可或缺的工具。也因為 R 軟體具有豐富的統計套件,也成為資料科學領域裡最受歡迎的程式語言之一。本課程由統計學家教您用 R 進行資料處理、呈現及統計分析。從第一天 R 的基礎 + 進階 (資料輸出輸入及處理、統計圖形、機率分佈、假設檢定、變異數分析、模擬統計模型與迴歸分析) 到第二天的統計分析方法應用(探索式資料分析、資料探勘案例研究),除了著重在方法理論的講述、假設及觀念的闡釋,同時也強調實際 R 程式撰寫操作,希望藉由本課程之訓練,奠定學員 R 程式撰寫及資料統計分析的基礎,並具有判斷不同狀況該用什麼不同的統計方法的數據能力。  

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使用 R 語言建立自己的演算法交易事業已額滿

使用 R 語言建立自己的演算法交易事業

使用 R 語言建立自己的演算法交易事業我們希望藉由近幾年資料科學的興起,推廣正確的金融交易知識,包括金融資料分析與建立自己的演算法交易事業。自己的策略自己做,自己的風險自己控,自己的部位自己顧。在本課程裡,1 就是 1,2 就是 2,40 就是 40 (事實),沒有怪力亂神,沒有定義不清,一切的一切,統計說話,數據說話!本課程與上一課程 (用 R 輕鬆做交易策略分析及自動下單) 部分重覆,本次除針對理論做更深入講解,亦增加股票、期貨、選擇權開發實務分享。本課程由四個部分組成:
  1. 建構自己的演算法交易策略 何謂演算法交易、何謂計量交易?程式交易會取代人工交易嗎?為何要使用 R 語言建立自己的演算法交易事業?課程開始我們先用 R 語言展示有哪些方法研發交易策略。
  2. 婆婆媽媽都能懂的交易統計學 接著我們從銅板賭局出發,觀察勝率、賠率與期望值。不需高等統計知識,就能理解賭局與交易的不同。我們討論幾個衡量績效重要的統計指標,以及策略精進後的指標變化。
  3. 股票、期貨策略開發實務 我們開始研發股票與期貨的交易策略,首先使用幾種常見的技術指標。然而,交易最重要的還是資金管理,可惜資金管理在理論與實務上有很大的差距。我們將在本節說明,並介紹幾種實務上常見的資金管理方式。
  4. 選擇權交易策略開發 最後我們介紹選擇權。為何選擇權特別適合計量交易與資金管理?我們將實做凱利精神運用於台指選擇權的策略開發,期望學員於本課程結束後,能確實建立自己的演算法交易事業。
 

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統計學家教你穩紮穩打 R 語言資料分析已額滿

統計學家教你穩紮穩打 R 語言資料分析

資料科學是綜合統計學、資訊科學及領域知識的一門新興學科。因此,要成為一名資料科學家,對統計當然要有基本的認識。舉凡日常的機率統計問題,例如:算機率值,統計參數估計,假設檢定及模型配適等等,除了需要理論証明推導之外,也需以程式做數值的模擬與驗証。而 R 語言正是研究者分析資料及執行統計模擬不可或缺的工具。也因為 R 軟體具有豐富的統計套件,也成為資料科學領域裡最受歡迎的程式語言之一。本課程由統計學家教您用 R 進行資料處理、呈現及統計分析。從第一天 R 的基礎 + 進階 (資料輸出輸入及處理、統計圖形、機率分佈、假設檢定、變異數分析、模擬統計模型與迴歸分析) 到第二天的統計分析方法應用(探索式資料分析、資料探勘案例研究),除了著重在方法理論的講述、假設及觀念的闡釋,同時也強調實際 R 程式撰寫操作,希望藉由本課程之訓練,奠定學員 R 程式撰寫及資料統計分析的基礎,並具有判斷不同狀況該用什麼不同的統計方法的數據能力。  

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給軟體工程師的不廢話 R 語言精要班已額滿

給軟體工程師的不廢話 R 語言精要班

在這個資料科學蔚為風潮的年代,身為一個對新技術充滿好奇的攻城獅,自然會想要擴充自己的武器庫,學習嶄新的資料分析工具;而 R 語言,一個由統計學家專門為了資料探索與分析所開發的腳本語言,具有龐大的開源社群支持以及琳瑯滿目、數以萬計的各式套件,正是當今學習資料科學相關工具的首選。然而,R 語言的設計邏輯與一般的程式語言不同,工程師們過去學習程式語言的經驗,往往造成學習 R 語言的障礙,本課程將從 R 語言的基礎開始,讓同學們從課堂講解以及互動式上機課程中,得以徹底理解 R 語言的核心概念與精要,學習如何利用 R 語言問資料問題,並且從資料分析的角度撰寫效率良好同時具有高度可讀性的 R 語言代碼。 

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使用 R 語言建立自己的演算法交易事業已額滿

使用 R 語言建立自己的演算法交易事業

我們希望藉由近幾年資料科學的興起,推廣正確的金融交易知識,包括金融資料分析與建立自己的演算法交易事業。自己的策略自己做,自己的風險自己控,自己的部位自己顧。在本課程裡,1 就是 1,2 就是 2,40 就是 40 (事實),沒有怪力亂神,沒有定義不清,一切的一切,統計說話,數據說話!本課程與上一課程 (用 R 輕鬆做交易策略分析及自動下單) 部分重覆,本次除針對理論做更深入講解,亦增加股票、期貨、選擇權開發實務分享。
課程介紹
統計學家教你穩紮穩打 R 語言資料分析已額滿

統計學家教你穩紮穩打 R 語言資料分析

統計學家教你穩紮穩打 R 語言資料分析資料科學是綜合統計學、資訊科學及領域知識的一門新興學科。因此,要成為一名資料科學家,對統計當然要有基本的認識。舉凡日常的機率統計問題,例如:算機率值,統計參數估計,假設檢定及模型配適等等,除了需要理論証明推導之外,也需以程式做數值的模擬與驗証。而 R 語言正是研究者分析資料及執行統計模擬不可或缺的工具。也因為 R 軟體具有豐富的統計套件,也成為資料科學領域裡最受歡迎的程式語言之一。本課程由統計學家教您用 R 進行資料處理、呈現及統計分析。從第一天 R 的基礎 + 進階 (資料輸出輸入及處理、統計圖形、機率分佈、假設檢定、變異數分析、模擬統計模型與迴歸分析) 到第二天的統計分析方法應用(探索式資料分析、資料探勘案例研究),除了著重在方法理論的講述、假設及觀念的闡釋,同時也強調實際 R 程式撰寫操作,希望藉由本課程之訓練,奠定學員 R 程式撰寫及資料統計分析的基礎,並具有判斷不同狀況該用什麼不同的統計方法的數據能力。 

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手把手教你 R 語言資料分析實務已額滿

手把手教你 R 語言資料分析實務

在此課程中將帶領對資料分析感到陌生卻又充滿興趣的您,完整地學會運用 R 語言從最初的蒐集資料、探索性分析解讀資料,並進行文字探勘,發現那些肉眼看不見、隱藏在資料底下的意義。此課程主要設計給對於 R 語言有基本認識,想要進一步熟悉實作分析的朋友們,希望在課程結束後,您能夠更熟悉 R 語言這個豐富的分析工具。透過蘋果日報慈善捐款的資料集,了解如何從頭解析網頁,撰寫爬蟲自動化收集資訊;取得資料後,能夠靈活處理資料,做清洗、整合及探索;並利用現成的套件進行文字探勘、文本解析;我們將一步步實際走一回資料分析的歷程,處理、觀察、解構資料,試著看看人們在捐款的決策過程中,究竟是什麼因素產生了影響,以及這些結果又是如何從資料中挖掘而出的呢?

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