Predicting behaviour with Machine Learning

Post on 15-Feb-2017

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Transcript of Predicting behaviour with Machine Learning

Predicting BehaviourElasticsearch, Cassandra,

Machine learning, and Spark

Jamie Turner@pcajamie

You won’t have heard of us but you will have used us!

5.5bn, 1500tps, 15m

Search + ServiceHard to scale

Hard to maintainExpensive

Tin v SkinCost

CapacityConsistency

ContextCoverageConscious

TriggarInternal

Traditional stackSmall data

#scale #fail

Sensors Analyse

Games Predict

Interventions Improve

Problem

Volume Velocity Variety

Research.NET friendly?

FlexibleDurable, Scalable, Reliable

Options

CouchDB, Riak, Redis, Hbase, CouchBase, Neo4j, Dynamo, XAP, Aerospike, BigTable,

Keyspace, LevelDB, Accumulo…

MySQLMongoDBCassandra

SolutionElasticsearch

CassandraSpark.NET

Elasticsearch – what we loveIt works!

Super ExpressiveNESTAggs

Thanks for listening!