8. Machine Learning
ā¦. allows computers to find hidden insights without being
explicitly programmed where to look.
9. Real World Examples of Machine Learning
Spam Detection
Search Results +
Product Recommendation
Picture Detection
(Friends, Locations, Products)
Machine Learning is already present in daily lifeā¦
Now, every enterprise is beginning to leverage it!
The Next Disruption:
Google Beats Go Champion
11. Decision Tree ā Product Pass / Fail by Equipment Sensor Readings
Bad Product
Good Product
Step 8 Temperature
< 122 C >= 122 C
Step 2 Recipe
A B
Step 11 Pressure
TV Color Display Problem
85. Scenario: Predictive Scrapping of Parts in an Assembly Line
Goal: Scrap parts as early as possible automatically to reduce costs in a manufacturing process.
Question: When to scrap a part in Station 1 instead of doing re-work or sending it to Station 2?
Station 1 Station 2
Cost Before
9ā¬
7ā¬ 13ā¬
Total Cost
29ā¬
(or more)
Scrap? Scrap?
86. Fast Data Architecture for Predictive Maintenance
Operational Analytics
Operations
Live UI
CSV Batch
JSON Real Time
XML Real Time
Streaming AnalyticsAction
Aggregate
Rules
Analytics
Correlate
Live Datamart
Continuous query
processing
Alerts
Manual action,
escalation
HISTORICAL ANALYSIS Data
Scientists
Flume
HDFS
Spotfire
R / TERR
HDFS
Hadoop (Cloudera)
StreamBase
TIBCO Fast Data Platform
H2O
Oracle RDBMS
Avro Parquet ā¦ PMML
Internal Data
87. TIBCO Spotfire with H2O Integration
Data Discovery / Data Mining (āAre parts that repeat a station more likely scrap parts?ā)
88. TIBCO Live Datamart
Operational Intelligence (āMonitor the manufacturing process and change rules in real time!ā)
Live Dartmart Desktop Client
89. TIBCO Live Datamart
Operational Intelligence (āMonitor the manufacturing process and change rules in real time!ā)
Live Dartmart Web API
90. TIBCO Spotfire + StreamBase + H2O.ai + Live Datamart
Live DemoLive Demo