Python

Python 爬蟲實戰已額滿

Python 爬蟲實戰

Python 爬蟲實戰資料科學的世界中,資料是一切的基石,而網際網路則蘊藏了豐富的資料等待著挖掘與分析。在這資料科學蔚為風行的時代,網路爬蟲的技術是一項非常實用的技能,若您有朝思暮想的資料在網路上 (例如表特版上被推爆的文章),卻苦無方法可以爬取;又或是想抓取熱門電影的票房、評論資料做分析建模,卻不知如何下手,那麼這堂 Python 爬蟲實戰的課程將會很適合您。本課程利用六個小時的時間,上午將從最基本的 HTML 網頁結構開始,透過範例與實戰練習帶您學會爬取網頁文字資料並解析其結構與內容,再運用簡單的資料視覺化與資料分析,帶您實際走一回資料分析的歷程。而下午會進一步介紹檔案的爬蟲、從爬取網頁到爬取網站、模擬人類行為的爬蟲程式,以及現代複雜的網頁設計中,爬蟲程式有可能遭遇的問題。

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手把手打開 Python 資料分析大門已額滿

手把手打開 Python 資料分析大門

資料科學是現在熱門的領域,而 Python 是資料分析的當紅程式語言。然而很多 Python 資料分析主要套件並不全然那麼直覺,使得不少人學了基本語法之後,一直無法進入資料分析的領域。這個讓你掌握 Python 資料分析重要套件,如 NumPy, Matplotlib, Pandas, SciKit Learn 等等主要的功能與概念。
講者以多年教授 Python 的經驗,幫你破除容易卡關的地方。更重要的是,我們學習到的不只是這些套件的語法,而是瞭解整個資料分析的概念。在本課程之後,可以更深入的學習統計分析、機器學習乃至深度學習。
本次演講內容可分為四個部分:
  1. 用 Jupyter Notebook 打造資料分析的試練場 * Jupyter Notebook 互動功能 * NumPy 陣列導向程式設計
  2. 數據清理和視覺化 * Pandas 整理數據資料 * Matplolib 做資料視覺化
  3. 用線性回歸做預測 * 資料科學的基本概念 * 線性回歸實作
  4. 使用 SciKit Learn 做機器學習 * 監督式學習範例 -- SVM * 非監督式學習範例 -- K-Means
 

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Python 爬蟲實戰已額滿

Python 爬蟲實戰

Python 爬蟲實戰資料科學的世界中,資料是一切的基石,而網際網路則蘊藏了豐富的資料等待著挖掘與分析。在這資料科學蔚為風行的時代,網路爬蟲的技術是一項非常實用的技能,若您有朝思暮想的資料在網路上 (例如表特版上被推爆的文章),卻苦無方法可以爬取;又或是想抓取熱門電影的票房、評論資料做分析建模,卻不知如何下手,那麼這堂 Python 爬蟲實戰的課程將會很適合您。本課程利用六個小時的時間,上午將從最基本的 HTML 網頁結構開始,透過範例與實戰練習帶您學會爬取網頁文字資料並解析其結構與內容,再運用簡單的資料視覺化與資料分析,帶您實際走一回資料分析的歷程。而下午會進一步介紹檔案的爬蟲、從爬取網頁到爬取網站、模擬人類行為的爬蟲程式,以及現代複雜的網頁設計中,爬蟲程式有可能遭遇的問題。 

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使用 Python 來做機器學習初探已額滿

使用 Python 來做機器學習初探

Python 程式語言起步走:使用 Python 來做機器學習初探對於 Python 躍躍欲試嗎? 此課程將帶領對 Python 感到陌生卻又充滿興趣的您,手把手快速入門學會 Python 語言程式設計要點,並進行實際資料處理與機器學習,從基本的程式開發環境、資料型態與語法、到實際的資料整理並進行初步的機器學習應用。此課程主要設計給想學習 Python 程式設計並利用相關機器學習套件進行機器學習的夥伴們。希望在課程結束後,您能夠更熟悉 Python 語言這個程式工具,將來可以利用豐富方便的套件進行更深入之資料分析與機器學習應用。對於資料科學與 Python 程式設計有興趣,卻苦無入門機會的夥伴們,讓我們一起從無到有動手用 Python 來解決實務的資料問題。希望以深入淺出的課程講解與手把手的零基礎程式實作教學,帶給大家在未來機器學習進階應用的基礎。 

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