CS60021: Scalable Data Mining Spark sourangshu/coursefiles/...&cent;&nbsp; Scala &cent;&acirc;&sbquo;&not;&cent; Scala is both func?onal and Documents

CS60021: Scalable Data Mining Sparkcse.iitkgp.ac.in/~sourangshu/coursefiles/SDM17A/mapreduce2.pdf · Scala • Scala is both func?onal and object-oriented – every value is an object Documents

CS60021: Scalable Data Mining Spark Sourangshu Bha SCALA Scala •  Scala is both func?onal and object-oriented –  every value is an object –  every func?on is…

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CS60021: Scalable Data Mining Spark Sourangshu Bha SCALA Scala •  Scala is both func?onal and object-oriented –  every value is an object –  every func?on is…

CS60021: Scalable Data Mining Documents

Sourangshu Bhattacharya COURSE BACKGROUND What is Data Mining? • Given lots of data • Discover patterns and models that are: – Valid: should hold on new data

CS60021: Scalable Data Mining Map Reduce Documents

Map Reduce Sourangshu Bha=acharya Mo?va?on: Google Example • 20+ billion web pages x 20KB = 400+ TB • 1 computer reads 30-35 MB/sec from disk – ~4 months

CS60021: Scalable Data Mining Streaming Algorithms Documents

Streaming problem: distinct count • Universe is , number of distinct elements = m, stream size is – Example: = all IP addresses – IPs can repeat –

CS60021: Scalable Data Mining Large Scale Machine Learningcse.iitkgp.ac.in/~sourangshu/coursefiles/SDM17A/LSML.pdf · CS60021: Scalable Data Mining Large Scale Machine Learning ... Documents

J Leskovec A Rajaraman J Ullman: Mining of Massive Datasets http:wwwmmdsorg 1 CS60021: Scalable Data Mining Large Scale Machine Learning Sourangshu Bhattacharya ¡ Example:…

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You Are a Scala Contributor Seth Tisue @SethTisue Scala team, Lightbend Scala Days 2018 or you can be, if you want to. here’s how. you are a Scala contributor If you open…

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Scala 生态圈 (scala ecosystem) Science

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SCALA: ECONOMIC EMPOWERMENT OF LOW … EN/SCALA-Call... · SCALA: ECONOMIC EMPOWERMENT OF LOW-INCOME POPULATIONS CALL FOR THE DEVELOPMENT OF THE SCALA KNOWLEDGE OBSERVATORY: SCALA Documents

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