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What we do …
Data Warehousing
Core Analytics
Predictive Analytics
AI/Machine Learning
Social Media Analytics
System Agnostic
Data migration & analytics
Finance Planning
Report Automation
Financial Reporting
Statutory Reporting
Student Number Planning
Operations Planning
Dashboards
Executive Dashboards
Talent Analytics
Workforce Planning
Workload Management
Social Media Vetting
Social Media Intelligence
Stock Planning
Barrachd is a key business within Capita’s Software Division, one of the largest software and IT services suppliers in the UK
Machine/Deep Learningand AI are everywhere
Facial recognitionUnlocks your phone
Fraud detectionProtects your credit
RecommendationsHelps you shop faster
Chat BotsRoute calls quicker
Spam detectionUnclogs your inbox
Machine visionDetects cancer early
Speech recognitionLets you go hands free
Autonomous VehiclesDetects pedestrians
“75% of commercial enterprise apps will use AI by 2020.”
“Knowledge workers spend 80% of their time searching and preparing data, not on innovating with Data Science & AI.”
“85% of CIOs will be piloting AI programs by 2020.”
“Only 4% of CIOs worldwide report they have AI projects in production.”
The ‘new world’ of AI …
AI is not Magic
“Any sufficiently advanced technology is indistinguishable from magic”Arthur C Clarke
Evolution of AI / Machine Learning
Explicit Knowledge Tacit Knowledge
‘Expert Systems’ ‘Machine Learning’
1970s Today
Need training and experience … DATA!
Knowledge Base User Interface
Inference Engine
If-then-else-rules Forward chainBackward chain
Ability to ask question get input and explainrationale for answer
The Journey to AI
Descriptive Diagnostic Predictive
Data must be the foundation
Whathappened?
Why did it happen?
What is likely
to happen?
PrescriptiveWhat action
should we take?
Most are here
The Data Landscape
Unstructured
Structured
Internal External
EMAILSURVEYSTELEPHONE CALLSCCTV
DATABASESSPREADSHEETSCSV FILESXML FILES
FACEBOOKTWITTERINSTAGRAMWIKIPEDIA
NATIONAL STATISTICSCENSUS DATAWEATHER DATAETC
5% 4%
85% 6%
How can we exploit?
Social Media Analytics
• Direct, fast and telling data set.
• Analyse:
– Seasonal trends
– Event launches
– Competitor Analysis
– Growth Analysis
– Market Share Analysis
– Product Comparisons
2.23 BILLION USERS
1 BILLION USERS
300 hours of video uploaded per minute
Message Boards
Forums
Websites
Live capture of information from 500,000+ sources
Proprietary user configurable multi-layer filtering engine developed over 8 years
Alerts surfaced in a range of formats
Search Terms Company / Asset Known Accounts Geo-Location Noise Reduction
Convert millions of data points into individual pieces of valuable intelligence
Capture Filter Surface
Email Alert
Dashboard
API
Scheduled Report
Text Message
[1 second] [1 second] [<1 second]
AI
Anglo American
BHP Billiton
Implats
AngloGold Ashanti
Collahuasi
Los Bronces
Mantoverde
Escondida
Antamina
Spence
Kibali
Tropicana
Geita
Natural Disasters
Labour Issues
Social Unrest
Mechanical Failure
Flow Disruption
Ngezi
Stocks Link to assets Monitor issues Deliver output
Geo Located Assets
Earthquake
Flood
Wage negotiation
Strike
Protest
Blockade
Collapse
Breakdown
Explosion
Spill
Alert
Iterative noise reductionprocess
How it works for mining …
Jan 24th
AM
Union says strike very likely after ‘absurd’ offer from BHP24th Jan 08:57 GMT
24th Jan 11:48 GMT
Jan 24th
PM
Wage offer rejection confirmed in English…24th Jan 17:00 GMT
… and confirmed by Reuters24th Jan 17:20 GMT
Private local account suggests probability of half strike at Escondida mine3rd Jan 21:42 GMT
Jan 3rd
Reuters LatAm suggests strike in February if negotiations do not progress4th Jan 17:49 GMT
First story in English4th Jan 18:14 GMT
Jan 4th
Strike fund set up by workers12th Jan 07:28 GMT
Strike fund confirmed by financial news provider12th Jan 10:49 GMT
Jan 12th
Jan 19th
Precedent set for Escondida at El Penon mine ($12m dollars bonus secured)19th Jan 08:54 GMT
19th Jan 11:24 GMT
Jan 13th
Benefits cut by mine-union pushes for strike13th Jan 00:52 GMT
Local news station interviews union leader live to discuss liklihood of strike13th Jan 11:37 GMT
Information Advantage
1 day advanced warning 3 months advanced warning 7 months advanced warning
The Data Landscape
Unstructured
Structured
Internal External
EMAILSURVEYSTELEPHONE CALLSCCTV
DATABASESSPREADSHEETSCSV FILESXML FILES
FACEBOOKTWITTERINSTAGRAMWIKIPEDIA
NATIONAL STATISTICSCENSUS DATAWEATHER DATAETC
5% 4%
85% 6%How can we create?
Proactive & Predictive Maintenance
REACTIVE
PERIODIC
PROACTIVE
PREDICTIVE
Fix when the equipment is down
Scheduled maintenance
Eliminate defects at an early stage
Use analytics to predict machine failures
IoT
Predictive & Proactive Maintenance
Data Integration Data StorageIoT Platform Dashboarding
o Reduce unplanned downtimeso Optimized production outputo Identify optimal equipment configurationso Improved Overall Equipment Effectiveness (OEE)o Improve operations, productivity, efficiency
Business Outcomes
Predictive & Proactive Maintenance
IBM DB2
Warehouse
Best-of-Breed approach
Data Integration Data StorageIoT Platform Dashboarding
Industrial Sensors Industrial Edge Gateways
Cellular Backhaul Connectivity
Network Infrastructure IOT Platform Analytics Machine Learning
Dashboards/Visualisation
AI-powered fire detection
2. An ‘alarm’ is triggered
1. Image with high-potential of a fire situation is detected
3. Operator makes evaluation and indicates if it’s a ‘real fire’ or ‘false alarm’
The future …
Data Scientists are a scarce resource• Diversity in skill levels• ‘Citizen data scientists’ emerging
Trends Outcomes
Enterprise data is fragmented• Moving data is costly, risky, slow• Duplication can lead to incorrect outcomes
Operationalising AI is hard• Models require constant review• Integration into engineering & support• Security, scalability, governance
Platforms to enable wider participation• Visual productivity tools• Automating data science
Multi-cloud platforms• Access to data where it is• Model training in cloud for compute power
AI Lifecycle tools• Ease & flexibility of deployment• Model management capabilities
A final thought …
Leverage your data to forecast the future
Make your data simple and accessible
Build a trusted analytics foundation
Progress your AI journey