egy ai projekt anatomiaja - itsmf · 2019-11-15 · examples 0.61 mb / sec 2 gb / hour 360 gb /...
TRANSCRIPT
EGY AI PROJEKT ANATOMIAJA
Intro
IPAR 4.0
INDUSTRY 4.0
INDUSTRY 4.0
INDUSTRY 4.0
EXAMPLES
AI - Predictive maintenance
EXAMPLES
LOW LATENCY TRANSPARENCY
EXAMPLES
EXAMPLES
EXAMPLES
The curious case of the Dutch Police
Spark / Big Data / Cloud - consulting & training
EXAMPLES
200 ms / 32 byte * 200 sensors * 20 measurements
EXAMPLES
0.61 MB / sec2 GB / hour360 GB / week18.7 TB / year
200 ms / 32 byte * 200 sensors * 20 measurements
EXAMPLES
200 ms / 32 byte * 200 sensors * 20 measurements
18.7 TB / year
5 years retention
93.7 TB fixed dataset size
DIVERSE DATA SOURCES
ALSO, IT’S NOT JUST THE SIZE...
LATENCY
100-200ms
100-200ms 10-200ms
200-600msTOTAL
MACHINE LEARNING CHALLENGES
HARD TO MODEL RARE EVENTS
DATA ANALYTICS
0. REPORTING / AUTOMATION
DASHBOARDING
1. EXPLORATORY DATA ANALYTICS
2. RETROSPECTIVE ANALYTICS
SMALL STEPS
3. MACHINE LEARNING
Supervised Learning
Spark / Big Data / Cloud - consulting & training
EDUCATION
EDUCATION
EGY ML PROJEKT
DATA INGESTION
DATA PREPARATION
MODELLING
PRODUCTIONISING
DATA INGESTION
DATA PREPARATION
MODELLING
PRODUCTIONISING
DATA INGESTION
DATA PREPARATION
MODELLING
PRODUCTIONISING
DATA INGESTION
DATA PREPARATION
MODELLING
PRODUCTIONISING
Supervised Learning
Spark / Big Data / Cloud - consulting & training
DATA INGESTION
DATA PREPARATION
MODELLING
PRODUCTIONISING
IN THE FUTUREEVERY COMPANY
WILL BE A DATA COMPANY
@datapao
datapao.com