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              小白學習Python數據挖掘

              Python現已穩坐機器學習的榜首言語(機器學習編程言語之爭,Python奪冠),尤其是深度學習結構Torch宣告支撐Python以后。所以學習Python進行數據發掘是性價比是最高的(自己也拋棄了運用了3年多的R言語)。而運用Python進行數據發掘是最近幾年才開端火起來的,之前網上許多的資料都是對于Python網頁開發等。但運用Python進行數據發掘的側重點現已徹底不一樣了。自己即是浪費了許多時刻來篩選這些博客、書本。所以就有了這篇文章,希望能幫我們少走一點彎路。

              本文章主要從數據挖掘的角度出發,談談如何入門數據挖掘。本文不能保證你能成為大神,但是如果能踏踏實實地學習完,找一份年薪15w+的工作還是不太難的,考慮到市場上人才的稀缺。本人也是非計算機專業,所以希望給非計算機的人一點參考。現在市場上數據挖掘的人才非常缺少,現在大一點的企業都需要數據分析、數據挖掘的人才,但是國目前只有3所大學開設了相關的本科專業,計算機專業的人也不會搶這飯碗,因而,造成了數據挖掘市場上人才的供給不足,所以給了一大堆非科班出身人很多的機會。

              一、Python 基礎語法學習

              如果只推薦一本書,強烈推薦《跟老齊學Python》,Python中的核心概念做了非常棒的講解,深刻而不失幽默。

              如果想系統的學習推薦密歇根大學的《學習使用Python編程并分析數據》系列課程。

              廖雪峰Python教程 簡單易上手的Python基礎語法教程,值得學習, Python 2和Python 3版本都有。

              二、 機器學習理論

              基本經典的機器學習書籍

              機器學習入門(中/英)(谷歌大牛的課程)

              機器學習(喬治亞理工大學計算機課程)

              周志華的西瓜書《機器學習》

              深入一些的可以考慮李航的《統計學習方法》

              還有偏統計的斯坦福的教授寫的《統計學習導論》,深入版本的《The Elements of Statistical Learning》(英文影印版)

              上面推薦的都是非常不錯機器學習的入門書籍,都是經典了。

              三、Python機器學習代碼學習

              掌握Python語法的基礎上學習《Python for data analysis》是比較不錯的選擇,涵蓋了ipython notebook、Numpy、Scipy和Pandas包的使用。

              《Python數據分析與挖掘實戰》介紹了使用Python進行數據挖掘的詳細案例,數據和代碼都可以下載,作為機器學習的進階學習是不錯的選擇(這本書也用對應的R語言和Matlab 版本)。

              還有Udacity機器學習納米學位項目代碼(Github上有)

              再推薦2本國外網站的書籍,還在early release階段《Python Data Science Handbook》和《Hands On Machine Learning with Scikit-Learn and TensorFlow》,非常好的代碼示范。注冊Safari Online,可以免費看10天。

              四、優秀博客和微信公眾號

              我推薦的網站和微信公眾號都是我平時天天看的,那些水貨大多被我取消關注了,養成每周清理公眾號的好習慣。

              1. 數據挖掘入門與實戰 全是干貨,代碼質量非常高。

              2. 機器學習研究會 我校老師組織的學習平臺,代碼加行業信息齊飛,質量非常高。尤其是我校的AI公開課(有直播),中國頂尖人工智能大腕云集。

              3. 新智元 人工智能方向行業觀點,對于自己把握技術方向非常重要,比如說自動駕駛這個坑能不能入?

              4. 機器之心 技術前沿與重量級新聞。

              還有一些其他的,下次再繼續補充。

              還有幾個博客:

              iPhone上可以使用Reeder閱讀器,Instapaper用來保存后稍后閱讀,因為信息量比較大。

              No free Hunch Kaggle競賽平臺的官方博客,包括一些優秀的代碼解讀以及高分選手的采訪,十分有用的經驗(來自不同背景,不同年齡層次,不同職業的選手)

              Analytics Community | Analytics Discussions | Big Data Discussion 干貨技術文章

              新浪微博-愛可可 (北郵PRIS模式識別實驗室陳老師)

              五、計算機書本下載網站

              再增加幾個外文書本下載網址:

              1. All IT eBooks 全,也許需求運用翻*墻下載,翻*墻辦法見文末

              2. Library Genesis 各種書本,不局限于編程書本

              3. Fox eBook – eBooks Free Download Site

              4. Development / Programming / AvaxHome

               

              馬哥學習交流群

              馬哥教育-Python開發-1群 335068227

              馬哥教育-Python開發-2群 608459685

               

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