The Elements of Data Analytic Style (繁體中文版)
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The Elements of Data Analytic Style (繁體中文版)

對於想要分析資料的人來說,這是一個導引。

關於本書

數據分析至少和科學一樣,同時也是一種藝術。這本書專注於數據分析的細節,這些細節有時在傳統統計課程和教科書中遺漏。它基於作者的部分博客文章、講座材料和教程,例如:

作者是約翰霍普金斯大學數據科學專業的共同開發者,這是世界上最大的數據科學計劃,已有超過176萬人報名。這本書作為數據科學或數據分析入門課程的良伴,具有很大的實用價值。對於負責閱讀和批評數據分析的人來說,它也是一個有用的參考工具。

本書是The Elements of Data Analytic Style的中文 (繁體)譯本,原文是用英語撰寫的。

關於作者們

Jeffrey Leek
Jeff Leek

Jeff Leek 是約翰霍普金斯彭博公共衛生學院的生物統計學和腫瘤學副教授。他的研究專注於高維度數據分析、基因組學和公共衛生的融合區域。他是熱門網誌 'Simply Statistics Blog' 的共同編輯,並且是約翰霍普金斯數據科學專項課程的共同主任,該課程是世界上最大的數據科學課程,已有超過176萬人次報名參與。

TranslateAI
TranslateAI

TranslateAI: GPT-4 Powered AI Translations!

Who Is This For?

The TranslateAI service is for authors who want their books automatically translated, either from English into up to 31 languages, or from one of those 31 languages into English.

Now, if you want to translate your book into multiple languages, we also have an amazing bundle called GlobalAuthor, which includes using TranslateAI to translate your book into 3, 8 or 31 languages, as well as including a number of promotional benefits! Seriously, if you're a Leanpub author with a completed book, GlobalAuthor is probably the best deal on Leanpub!

How do I buy TranslateAI?

To learn more about the Leanpub TranslateAI service, or to buy it for one of your books, go here.

How do I buy GlobalAuthor?

To learn more about the Leanpub GlobalAuthor service, or to buy it for one of your books, go here.

How Long Does It Take?

The TranslateAI service typically takes under 48 hours. The GlobalAuthor service typically takes 5 business days.

Due to the nature of the service (since we use OpenAI's API), we can't guarantee a specific turnaround time, but we will either deliver the finished product or give you a progress update within two days (for TranslateAI) of five business days (for GlobalAuthor).

Can I See An Example of TranslateAI Translations?

To see the output of TranslateAI right now, you can check out these two books: How To Be a Modern Scientist and The Elements of Data Analytic Style by bestselling Leanpub author Jeffrey Leek.

Both of these books have been translated into 31 languages using our innovative TranslateAI service for non-fiction authors! Scroll down on the books' landing pages to see the translations. (Both these books and all their translations have a free minimum price, so feel free to buy it for free in both the English language version and in one or more translations if you want to see what TranslateAI can do.)

(The languages that these books have been translated into are the 31 languages in the GlobalAuthor Max bundle. The GlobalAuthor bundle comes in 3, 8 and 31 language versions.)

We’ve been working hard on our TranslateAI service for a long time now, and it’s an amazing opportunity to get self-published books in the hands of new audiences all around the world. Learn more here.

Why Did Leanpub Build This?

We built TranslateAI for one obvious reason: the more languages your book is available in, the more readers you can reach.

Leanpub exists to serve our authors. We want to help you reach as many readers as possible, and we want to help you make as much money as possible. We also want to help you save time, so you can spend more time writing and less time doing other things.

Now, the best way for readers to read your book is in their preferred language. This is their first language: what they grew up speaking, and what they are most comfortable reading in.

For our authors who write in English: just because many people in the world can read English as a second language to some extent doesn't mean they should have to read your book that way. Furthermore, billions of people cannot read English, even as a second language. If you want to reach these people, you need to translate your book into their language. First and foremost, this is a question of accessibility: if your readers cannot read your book, it does not matter how good it is.

For our authors who write in a language other than English: TranslateAI is even more valuable for you, especially if you're writing a computer programming book or business book. English is the largest market for these books, and you're really missing out by not having an English version of your book!

So, just as Leanpub automates the process of creating a PDF and EPUB ebook from your book manuscript, and automates the process of producing a print-ready PDF, we also wanted to automate the process of translating your book into other languages.

We've worked very hard on TranslateAI, spending months tuning it and testing it, and we're very happy with the results. We hope you will be too!

How Does It Work?

You just click a button, and Leanpub takes care of everything else.

  1. Pick the language you want us to translate your book into, and buy the TranslateAI service.
  2. Leanpub will create a new book for you in that language in Browser mode.
  3. The original book authors are set as the authors (with the same royalty percentages).
  4. The translation has your original book cover with a footer added to below the bottom of the image which specifies the language.
  5. Your translation is put into read-only mode.
  6. Leanpub will use the OpenAI API to use GPT-4 to translate your book.
  7. Leanpub will automatically validate the output, including ensuring that code samples are handled appropriately.
  8. Once your translation is complete, Leanpub will automatically preview your book as a PDF and EPUB ebook, and will ensure your translated ebook successfully generates.
  9. Leanpub will take your translated ebook out of read-only mode.
  10. Leanpub will email you to let you know your translated book is ready for you to publish.

100% Money Back Guarantee

If you're not happy with the results, or if your book is not a good fit for the service, we'll fully refund your money.

Yes, our 60 Day 100% Happiness Guarantee applies here, just like it does with all Leanpub purchases!

Now, this is technically risky for us, since you'll have the translated manuscript either way, and the OpenAI API cost is expensive. But we're so confident in our services and in our authors that we're happy to offer our full money back guarantee for all our services.

You can only find out how good the service is by trying it, and because of our 100% money back guarantee there's literally no risk to do so!

So, there's no reason not to try the service, is there?

More Questions?

Great! Email us at hello@leanpub.com, and we will be happy to answer them.

However, the best thing to do might be to just try the service, since there's literally no risk...

目錄

  • 1. 簡介
  • 2. 數據分析問題
  • 3. 整理資料
  • 4. 檢查數據
  • 5. 探索性資料分析
  • 6. 統計建模與推論
  • 7. 預測與機器學習
  • 8. 因果關係
  • 9. 書面分析
  • 10. 創建圖形
  • 11. 進行數據演講
  • 12. 可重製性
  • 13. 一些格式問題
  • 14. 數據分析清單
  • 15. 額外資源

Leanpub 100% 無風險的滿意保證

付款後的 60 天內,只要點擊兩下,你就可以退書並獲得全額退款。退書是手工操作的,所以可能需要幾天時間來完成整個過程。
查看完整條款.

80% 的版稅。在一本 20 美元的書上賺取 16 美元。

我們支付 80% 的版稅。這不是打字錯誤:你在20美元的銷售中賺取16美元。如果我們賣出5000本你的書或課程的非退款副本,每份20美元,你將賺取80,000美元

(是的,有些作者在Leanpub上已經賺了比這更多。)

事實上,作者已經通過在Leanpub上寫作、出版和銷售賺取了超過1200萬美元

了解更多有關在Leanpub上寫作的資訊

免費更新。無 DRM 限制。

如果你購買了 Leanpub 的書,只要作者更新書籍,你就可以獲得免費更新!許多作者使用 Leanpub 來發布他們正在編寫的書籍。所有讀者都可以獲得免費更新,無論他們何時購買書籍或支付了多少費用(包括免費)。

大多數 Leanpub 書籍均提供 PDF(適用於電腦)、EPUB(適用於手機和平板電腦)和 MOBI(適用於 Kindle)格式。書籍包含的格式將顯示在此頁面的右上角。

最後,Leanpub 書籍沒有任何 DRM 複製保護的胡說,因此你可以輕鬆地在任何支持的設備上閱讀它們。

了解更多有關 Leanpub 電子書格式和閱讀位置的資訊

在 Leanpub 上寫作和出版

作家和出版社使用 Leanpub 來出版正在進行中和已完成的書籍,就像這本書一樣。您也可以使用 Leanpub 來撰寫、出版和銷售您的書籍!Leanpub 是一個強大的平台,適合嚴肅的作家。它結合了簡單、優雅的寫作和出版工作流程,以及一個可以銷售正在進行中的電子書的線上商店。對於作家來說,Leanpub 是一部神奇的打字機:您只需撰寫純文字,然後點擊一下按鈕就可以出版您的電子書。就是這麼簡單。

了解更多有關 Leanpub 上的寫作