+ All Categories
Home > Documents >  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch...

 · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch...

Date post: 22-May-2020
Category:

Documents
Upload: others
View: 4 times
Download: 0 times
Download Report this document
Share this document with a friend
102
Transcript
Page 1:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 2:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 3:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 4:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 5:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 6:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 7:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 8:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 9:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 10:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 11:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 12:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 13:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 14:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 15:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 16:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 17:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 18:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 19:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 20:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 21:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 22:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 23:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 24:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 25:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 26:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 27:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 28:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 29:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 30:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 31:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 32:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 33:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 34:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 35:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 36:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 37:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 38:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 39:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 40:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 41:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 42:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 43:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 44:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 45:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 46:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 47:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 48:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 49:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 50:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 51:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 52:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 53:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 54:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 55:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 56:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 57:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 58:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 59:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 60:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 61:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 62:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 63:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 64:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 65:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 66:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 67:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 68:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 69:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 70:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 71:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 72:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 73:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 74:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 75:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 76:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 77:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 78:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 79:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 80:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 81:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 82:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 83:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 84:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 85:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 86:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 87:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 88:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 89:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 90:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 91:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 92:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 93:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 94:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 95:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 96:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 97:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 98:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 99:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 100:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 101:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming
Page 102:  · ENGINES ON APACHE SPARK Rui Vieira Software Engineer . Overview Collaborative Filtering Batch Alternating Least Squares (ALS) Streaming ALS Apache Spark Distributed Streaming

Recommended
Architectual Comparison of Apache Apex and Spark Streaming

Architectual Comparison of Apache Apex and Spark Streaming

Technology

Data Streaming with Apache Kafka & MongoDB

Data Streaming with Apache Kafka & MongoDB

Software

Streaming Predictive Analytics on Apache Flink843219/FULLTEXT01.pdf · 2015-07-27 · Streaming Predictive Analytics on Apache Flink Author: Foteini Beligianni Examiner: Vladimir

Streaming Predictive Analytics on Apache Flink843219/FULLTEXT01.pdf · 2015-07-27 · Streaming Predictive Analytics on Apache Flink Author: Foteini Beligianni Examiner: Vladimir

Documents

Real-Time Streaming: Apache Spark Streaming i Apache Storm

Real-Time Streaming: Apache Spark Streaming i Apache Storm

Software

Webinar: Data Streaming with Apache Kafka & MongoDB

Webinar: Data Streaming with Apache Kafka & MongoDB

Software

Apache Spark streaming and HBase

Apache Spark streaming and HBase

Technology

Streaming in the Wild with Apache Flink

Streaming in the Wild with Apache Flink

Technology

A streaming architecture for Cyber Security - Apache Metron

A streaming architecture for Cyber Security - Apache Metron

Technology

Building Streaming Data Applications Using Apache Kafka

Building Streaming Data Applications Using Apache Kafka

Data & Analytics

Advanced Streaming Analytics with Apache Flink and Apache Kafka, Stephan Ewen

Advanced Streaming Analytics with Apache Flink and Apache Kafka, Stephan Ewen

Engineering

Apache Spark Continuous Processing in Structured Streaming …cedawi.org/docs/BDDB2018-Ramin-Orujov-Structured-Streaming-in-Apache-Spark.pdfRamin Orujov 19.05.2018 Structured Streaming

Apache Spark Continuous Processing in Structured Streaming …cedawi.org/docs/BDDB2018-Ramin-Orujov-Structured-Streaming-in-Apache-Spark.pdfRamin Orujov 19.05.2018 Structured Streaming

Documents

Spark streaming with apache kafka

Spark streaming with apache kafka

Technology

Fully fault tolerant streaming workflows at scale using apache mesos & spark streaming

Fully fault tolerant streaming workflows at scale using apache mesos & spark streaming

Data & Analytics

Apache Gearpump - Lightweight Real-time Streaming Engine

Apache Gearpump - Lightweight Real-time Streaming Engine

Software

Apache Spark Streaming + Kafka 0.10 with Joan Viladrosariera

Apache Spark Streaming + Kafka 0.10 with Joan Viladrosariera

Data & Analytics

What's new with Apache Spark's Structured Streaming?

What's new with Apache Spark's Structured Streaming?

Technology

Continuous SQL with Apache Streaming

Continuous SQL with Apache Streaming

Documents

Streaming Data and Stream Processing with Apache Kafka

Streaming Data and Stream Processing with Apache Kafka

Data & Analytics