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Page 1: Scanned by CamScanner · tools like Cassandra Architecture, Data Model Creation, Database Interfaces, Advanced Architecture, Spark, Scala, RDD, SparkSQL, Spark Streaming, Spark ML,GraphX,

Scanned by CamScanner

Page 2: Scanned by CamScanner · tools like Cassandra Architecture, Data Model Creation, Database Interfaces, Advanced Architecture, Spark, Scala, RDD, SparkSQL, Spark Streaming, Spark ML,GraphX,

Scanned by CamScanner

Page 3: Scanned by CamScanner · tools like Cassandra Architecture, Data Model Creation, Database Interfaces, Advanced Architecture, Spark, Scala, RDD, SparkSQL, Spark Streaming, Spark ML,GraphX,

Scanned by Cam

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Page 4: Scanned by CamScanner · tools like Cassandra Architecture, Data Model Creation, Database Interfaces, Advanced Architecture, Spark, Scala, RDD, SparkSQL, Spark Streaming, Spark ML,GraphX,

Scanned by CamScanner

Page 5: Scanned by CamScanner · tools like Cassandra Architecture, Data Model Creation, Database Interfaces, Advanced Architecture, Spark, Scala, RDD, SparkSQL, Spark Streaming, Spark ML,GraphX,

Scanned by CamScanner

Page 6: Scanned by CamScanner · tools like Cassandra Architecture, Data Model Creation, Database Interfaces, Advanced Architecture, Spark, Scala, RDD, SparkSQL, Spark Streaming, Spark ML,GraphX,

Scanned by CamScanner

Page 7: Scanned by CamScanner · tools like Cassandra Architecture, Data Model Creation, Database Interfaces, Advanced Architecture, Spark, Scala, RDD, SparkSQL, Spark Streaming, Spark ML,GraphX,

Scanned by CamScanner

GraphX: Graph Analytics in Apache Spark (AMPCamp 5, 2014-11-20)

What is Spark? - Stanford University Talks/stanford-seminar.pdf · What is Spark? apps > ve s > stems I > aph, … Spark SQL Streaming MLlib GraphX . wth une 2013 6 Lines of code

Spark SQL and DataFrames Spark GraphX Spark Mlib Spark ...Spark GraphX! Spark Mlib! Spark Streaming Lightning-fast cluster computing. Chaining transformations 2. ... Covert RDD to

Apache Spark GraphX highlights

GraphX - Stanford Universityrezab/nips2014workshop/slides/ankur.pdf · UC#BERKELEY# GraphX Graph Analytics in Spark Ankur Dave! Graduate Student, UC Berkeley AMPLab Joint work with

Apache Spark II (SparkSQL)

Machine Learning and GraphX

Apache Spark GraphX & GraphFrame Synthetic ID Fraud Use Case

Spark - Texas A&M Universitycourses.cse.tamu.edu/chiache/csce678/s19/slides/spark.pdf · SparkSQL & Dataframe Catalyst Optimizer Spark Streaming Mllib (Machine learning) GraphX (Graph

Gephi, Graphx, and Giraph

An excursion into Graph Analytics with Apache Spark GraphX

GraphX and Pregel - Apache Spark

In-Memory Processing with Apache Spark - harschalig-membres.imag.fr/.../uploads/sites/125/2016/11/Spark.pdfStreaming Spark SQL MLlib & ML (machine learning) GraphX (graph) Resilient

SPARK ON HIPERGATOR - help.rc.ufl.edu · SPARK SQL AND DATAFRAMES • SparkSQL • Allows SQL-like commands on distributed data sets • Spark DataFrames • Developed in Spark 2.0

Apache Spark Notes · SparkSQL is a library that runs on top of the Apache Spark Core and provides DataFrame API. The Spark DataFrames use a relational optimizer called the Catalyst

Solving All-Pairs Shortest-Paths Problem in Large …GraphBLAS implementation with Spark backbone (see Section 4). Apache Spark frameworks, such as GraphX [25] (no longer main-tained)

Implementing Near-Realtime Datacenter Health Analytics using Model-driven Vertex-centric Programming on Spark Streaming and GraphX by Cheuk Lam and David Ohsie

Exploring Titan and Spark GraphX for Analyzing Time-Varying Electrical Networks

Processing OMOP data on Apache Spark Cluster by R Script · calculate age by SparkSQL function months_between(). Finally copy the result in spark into R workspace by collect() Resulted

The Pregel Programming Model with Spark GraphX

Pregel and GraphX

7 Steps for a Developer to Learn Apache Spark · Learning GraphX Graph Computation Spark R R on Spark Environments Applications Data Sources DataFrames / SQL / Datasets APIs RDD API

GraphX: Graph Processing in a Distributed Dataflow … · against direct implementations of graph algorithms using the Spark dataﬂow operators as well as implementations ... mon

Prediction Serving · 2018-01-04 · Prediction Serving. Prediction Serving Learning Systems GraphSystems Graph Frames Time Series ... Streaming Spark SQL BlinkDB GraphX Graph Frames

Research Article Analysis of Plant Breeding on Hadoop and ...downloads.hindawi.com/journals/aag/2016/7081491.pdf · SparkSQL Spark Streaming MLlib HDFS Cluster node Cluster node Cluster

Evolution From Shark To Spark SQL - ict.ac.cnprof.ict.ac.cn/bpoe_6_vldb/wp-content/uploads/2015/... · GraphX Alpha Spark SQL GraphX Stable Shark 0.2.0 Shark 0.7.0 Shark 0.8.0 Shark

Spark Concepts - Spark SQL, Graphx, Streaming

THE MISSING PIECE IN COMPLEX ANALYTICS: SCALABLE, LOW ...jegonzal/assets/slides/velox-cidr... · BERKELEY DATA ANALYTICS STACK (BDAS) Spark Spark Streaming Spark SQL BlinkDB GraphX

Arshdeep Bahga, Vijay K. Madisetti, Raj K. Madisetti ...Streaming for streaming jobs, Spark SQL for analysis of structured data, MLlib ma-chine learning library for Spark, and GraphX

Spark Streaming and GraphX · Chop upthe live stream into batches ofXseconds. Spark treats each batch of data asRDDsand processes them using RDD operations. Finally, the processed

Dynamic Community Detection for Large-scale e-Commerce data with Spark Streaming and GraphX-(Ming Huang, Taobao)

Solr As A SparkSQL DataSource

GraphX: Graph Analytics on Spark Joseph Gonzalez, Reynold Xin, Ion Stoica, Michael Franklin Developed at the UC Berkeley AMPLab AMPCamp: August 29, 2013

Cost Model for Pregel on GraphXrohit13k.github.io/doc/main_cost_model.pdfMany distributed graph computing (DGC) systems like PowerGraph [4] and Spark-GraphX [14] provide implementations