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1.1 鍒濊瘑Spark

1.2 Spark鐢熸€佺郴緇烞DAS

1.3 Spark鏋舵瀯涓庤繍琛岄€昏緫

1.4 寮規(guī)€у垎甯冨紡鏁版嵁闆?/p>
1.4.1 RDD綆€浠?/p>
1.4.2 RDD綆楀瓙鍒嗙被

1.5 鏈珷灝忕粨

絎?绔?Spark寮€鍙戜笌鐜閰嶇疆

2.1 Spark搴旂敤寮€鍙戠幆澧冮厤緗?/p>
2.1.1 浣跨敤Intellij寮€鍙慡park紼嬪簭

2.1.2 浣跨敤SparkShell榪涜浜や簰寮忔暟鎹垎鏋?/p>
2.2 榪滅▼璋冭瘯Spark紼嬪簭

2.3 Spark緙栬瘧

2.4 閰嶇疆Spark婧愮爜闃呰鐜

2.5 鏈珷灝忕粨

絎?绔?BDAS綆€浠?/p>
3.1 SQL on Spark

3.1.1 涓轟粈涔堜嬌鐢⊿park SQL

3.1.2 Spark SQL鏋舵瀯鍒嗘瀽

3.2 Spark Streaming

3.2.1 Spark Streaming綆€浠?/p>
3.2.2 Spark Streaming鏋舵瀯

3.2.3 Spark Streaming鍘熺悊鍓栨瀽

3.3 GraphX

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3.3.2 GraphX鐨勪嬌鐢ㄧ畝浠?/p>
3.3.3 GraphX浣撶郴緇撴瀯

3.4 MLlib

3.4.1 MLlib綆€浠?/p>
3.4.2 MLlib涓殑鑱氱被鍜屽垎綾?/p>
3.5 鏈珷灝忕粨

絎?绔?Lamda鏋舵瀯鏃ュ織鍒嗘瀽嫻佹按綰?/p>
4.1 鏃ュ織鍒嗘瀽姒傝堪

4.2 鏃ュ織鍒嗘瀽鎸囨爣

4.3 Lamda鏋舵瀯

4.4 鏋勫緩鏃ュ織鍒嗘瀽鏁版嵁嫻佹按綰?/p>
4.4.1 鐢‵lume榪涜鏃ュ織閲囬泦

4.4.2 鐢↘afka灝嗘棩蹇楁眹鎬?/p>
4.4.3 鐢⊿park Streaming榪涜瀹炴椂鏃ュ織鍒嗘瀽

4.4.4 Spark SQL紱葷嚎鏃ュ織鍒嗘瀽

4.4.5 鐢‵lask灝嗘棩蹇桲PI鍙鍖?/p>
4.5 鏈珷灝忕粨

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5.1 Azure浜戝鉤鍙扮畝浠?/p>
5.1.1 Azure緗戠珯妯″瀷

5.1.2 Azure鏁版嵁瀛樺偍

5.1.3 Azure Queue娑堟伅浼犻€?/p>
5.2 緋葷粺鏋舵瀯

5.3 鏋勫緩Node.js搴旂敤

5.3.1 鍒涘緩Azure Web搴旂敤

5.3.2 鏋勫緩鏈湴Node.js緗戠珯

5.3.3 鍙戝竷搴旂敤鍒頒簯騫沖彴

5.4 鏁版嵁鏀墮泦涓庨澶勭悊

5.4.1 閫氳繃JS鏀墮泦鐢ㄦ埛琛屼負(fù)鏃ュ織

5.4.2 鐢ㄦ埛瀹炴椂琛屼負(fù)鍥炰紶鍒癆zure Queue

5.5 Spark Streaming瀹炴椂鍒嗘瀽鐢ㄦ埛鏃ュ織

5.5.1 鏋勫緩Azure Queue鐨凷park Streaming Receiver

5.5.2 Spark Streaming瀹炴椂澶勭悊Azure Queue鏃ュ織

5.5.3 Spark Streaming鏁版嵁瀛樺偍浜嶢zure Table

5.6 MLlib紱葷嚎璁粌妯″瀷

5.6.1 鍔犺澆璁粌鏁版嵁

5.6.2 浣跨敤rating RDD璁粌ALS妯″瀷

5.6.3 浣跨敤ALS妯″瀷榪涜鐢?shù)濯勬帹鑽?/p>
5.6.4 璇勪及妯″瀷鐨勫潎鏂瑰樊

5.7 鏈珷灝忕粨

絎?绔?Twitter鎯呮劅鍒嗘瀽

6.1 緋葷粺鏋舵瀯

6.2 Twitter鏁版嵁鏀墮泦

6.2.1 璁劇疆

6.2.2 Spark Streaming鎺ユ敹騫惰緭鍑篢weet

6.3 鏁版嵁棰勫鐞嗕笌Cassandra瀛樺偍

6.3.1 娣誨姞SBT渚濊禆

6.3.2 鍒涘緩Cassandra Schema

6.3.3 鏁版嵁瀛樺偍浜嶤assandra

6.4 Spark Streaming鐑偣Twitter鍒嗘瀽

6.5 Spark Streaming鍦ㄧ嚎鎯呮劅鍒嗘瀽

6.6 Spark SQL榪涜Twitter鍒嗘瀽

6.6.1 璇誨彇Cassandra鏁版嵁

6.6.2 鏌ョ湅JSON鏁版嵁妯″紡

6.6.3 Spark SQL鍒嗘瀽Twitter

6.7 Twitter鍙鍖?/p>
6.8 鏈珷灝忕粨

絎?绔?鐑偣鏂伴椈鍒嗘瀽緋葷粺

7.1 鏂伴椈鏁版嵁鍒嗘瀽

7.2 緋葷粺鏋舵瀯

7.3 鐖櫕鎶撳彇緗戠粶淇℃伅

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7.3.2 鍒涘緩鍩轟簬Scrapy鐨勬柊闂葷埇铏?/p>
7.3.3 鐖櫕鍒嗗竷寮忓寲

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7.5 鏂伴椈鑱氱被

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7.5.2 鏂伴椈鑱氱被

7.5.3 璇嶅悜閲忓悓涔夎瘝鏌ヨ

7.5.4 瀹炴椂鐑偣鏂伴椈鍒嗘瀽

7.6 Spark Elastic Search鏋勫緩鍏ㄦ枃媯€绱㈠紩鎿?/p>
7.6.1 閮ㄧ講Elastic Search

7.6.2 鐢‥lastic Search绱㈠紩MongoDB鏁版嵁

7.6.3 閫氳繃Elastic Search媯€绱㈡暟鎹?/p>
7.7 鏈珷灝忕粨

絎?绔?鏋勫緩鍒嗗竷寮忕殑鍗忓悓榪囨護(hù)鎺ㄨ崘緋葷粺

8.1 鎺ㄨ崘緋葷粺綆€浠?/p>
8.2 鍗忓悓榪囨護(hù)浠嬬粛

8.2.1 鍩轟簬鐢ㄦ埛鐨勫崗鍚岃繃婊ょ畻娉昒ser-based CF

8.2.2 鍩轟簬欏圭洰鐨勫崗鍚岃繃婊ょ畻娉旾tem-based CF

8.2.3 鍩轟簬妯″瀷鐨勫崗鍚岃繃婊ゆ帹鑽怣odel-based CF

8.3 鍩轟簬Spark鐨勭煩闃佃繍綆楀疄鐜板崗鍚岃繃婊ょ畻娉?/p>
8.3.1 Spark涓殑鐭╅樀綾誨瀷

8.3.2 Spark涓殑鐭╅樀榪愮畻

8.3.3 瀹炵幇User-based鍗忓悓榪囨護(hù)鐨勭ず渚?/p>
8.3.4 瀹炵幇Item-based鍗忓悓榪囨護(hù)鐨勭ず渚?/p>
8.3.5 鍩轟簬濂囧紓鍊煎垎瑙ｅ疄鐜癕odel-based鍗忓悓榪囨護(hù)鐨勭ず渚?/p>
8.4 鍩轟簬Spark鐨凪Llib瀹炵幇鍗忓悓榪囨護(hù)綆楁硶

8.4.1 MLlib鐨勬帹鑽愮畻娉曞伐鍏?/p>
8.4.2 MLlib鍗忓悓榪囨護(hù)鎺ㄨ崘紺轟緥

8.5 妗堜緥錛氫嬌鐢∕Llib鍗忓悓榪囨護(hù)瀹炵幇鐢?shù)濯勬帹鑽?/p>
8.5.1 MovieLens鏁版嵁闆?/p>
8.5.2 紜畾鏈€浣崇殑鍗忓悓榪囨護(hù)妯″瀷鍙傛暟

8.5.3 鍒╃敤鏈€浣蟲ā鍨嬭繘琛岀數(shù)褰辨帹鑽?/p>
8.6 鏈珷灝忕粨

絎?绔?鍩轟簬Spark鐨勭ぞ浜ょ綉緇滃垎鏋?/p>
9.1 紺句氦緗戠粶浠嬬粛

9.1.1 紺句氦緗戠粶鐨勭被鍨?/p>
9.1.2 紺句氦緗戠粶鐨勭浉鍏蟲蹇?/p>
9.2 紺句氦緗戠粶涓ぞ鍥㈡寲鎺樼畻娉?/p>
9.2.1 鑱氱被鍒嗘瀽鍜孠鍧囧€肩畻娉曠畝浠?/p>
9.2.2 紺懼洟鎸栨帢鐨勮　閲忔寚鏍?/p>
9.2.3 鍩轟簬璋辮仛綾葷殑紺懼洟鎸栨帢綆楁硶

9.3 Spark涓殑K鍧囧€肩畻娉?/p>
9.3.1 Spark涓笌K鍧囧€兼湁鍏崇殑瀵硅薄鍜屾柟娉?/p>
9.3.2 Spark涓婯鍧囧€肩畻娉曠ず渚?/p>
9.4 妗堜緥錛氬熀浜嶴park鐨凢acebook紺懼洟鎸栨帢

9.4.1 SNAP紺句氦緗戠粶鏁版嵁闆?浠嬬粛

9.4.2 鍩轟簬Spark鐨勭ぞ鍥㈡寲鎺樺疄鐜?/p>
9.5 紺句氦緗戠粶涓殑閾捐礬棰勬祴綆楁硶

9.5.1 鍒嗙被瀛︿範(fàn)綆€浠?/p>
9.5.2 鍒嗙被鍣ㄧ殑璇勪環(huán)鎸囨爣

9.5.3 鍩轟簬Logistic鍥炲綊鐨勯摼璺嫻嬬畻娉?/p>
9.6 Spark MLlib涓殑Logistic鍥炲綊

9.6.1 鍒嗙被鍣ㄧ浉鍏沖璞?/p>
9.6.2 妯″瀷楠岃瘉瀵硅薄

9.6.3 鍩轟簬Spark鐨凩ogistic鍥炲綊紺轟緥

9.7 妗堜緥錛氬熀浜嶴park鐨勯摼璺嫻嬬畻娉?/p>
9.7.1 SNAP絎﹀彿紺句氦緗戠粶 Epinions鏁版嵁闆?/p>
9.7.2 鍩轟簬Spark鐨勯摼璺嫻嬬畻娉?/p>
9.8 鏈珷灝忕粨

絎?0绔?鍩轟簬Spark鐨勫ぇ瑙勬ā鏂伴椈涓婚鍒嗘瀽

10.1 涓婚妯″瀷綆€浠?/p>
10.2 涓婚妯″瀷LDA

10.2.1 LDA妯″瀷浠嬬粛

10.2.2 LDA鐨勮緇冪畻娉?/p>
10.3 Spark涓殑LDA妯″瀷

10.3.1 MLlib瀵筁DA鐨勬敮鎸?/p>
10.3.2 Spark涓璍DA妯″瀷璁粌紺轟緥

10.4 妗堜緥錛歂ewsgroups鏂伴椈鐨勪富棰樺垎鏋?/p>
10.4.1 Newsgroups鏁版嵁闆嗕粙緇?/p>
10.4.2 浜ゅ弶楠岃瘉浼拌鏂伴椈鐨勪富棰樹釜鏁?/p>
10.4.3 鍩轟簬涓婚妯″瀷鐨勬枃鏈仛綾葷畻娉?/p>
10.4.4 鍩轟簬涓婚妯″瀷鐨勬枃鏈垎綾葷畻娉?/p>
10.5 鏈珷灝忕粨

絎?1绔?鏋勫緩鍒嗗竷寮忕殑鎼滅儲寮曟搸

11.1 鎼滅儲寮曟搸綆€浠?/p>
11.2 鎼滅儲鎺掑簭姒傝堪

11.3 鏌ヨ鏃犲叧妯″瀷PageRank

11.4 鍩轟簬Spark鐨勫垎甯冨紡PageRank瀹炵幇

11.4.1 PageRank鐨凪apReduce 瀹炵幇

11.4.2 Spark鐨勫垎甯冨紡鍥炬ā鍨婫raphX

11.4.3 鍩轟簬GraphX鐨凱ageRank瀹炵幇

11.5 妗堜緥錛欸oogleWeb Graph鐨凱ageRank璁＄畻

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