satalia (npcomplete ltd) algorithms ● intelligence ● optimisation daniel hulme ●...
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Satalia (NPComplete Ltd) www.satalia.com
algorithms ● intelligence ● optimisation
Daniel Hulme ● [email protected]
@TheSolveEngine ● 07773765097
• Masters (Msci) in Computer Science with Machine Learning @ UCL• Doctorate (EngD) in Computational Complexity @ UCL• Research Scientist in Optimisation & Innovation @ UCL• Impact Associate for Dept. of Computer Science @ UCL• Lecturer New Venture Analytics // Software Engineering @ UCL
Entrepreneurship // Decision Making // Communications @ Pearson• Founder & CEO of Satalia (NPComplete Ltd) @ UCL• Recipient of a Kauffman Global Scholarship• Visiting Fellow in BigData @ The Big Innovation Centre• Board Director and Advisor to various UK and US companies
Satalia (NPComplete Ltd) www.satalia.com
BIG WISDOM
BIG UNDERSTANDING
BIG KNOWLEDGE
BIG INFORMATION
BIG DATA
DIKUW Pyramid
• Optimisation Algorithms• Decision Making• Decision Science
• Machine Learning• Analytics & Visualisation• Data Science
• Aggregation & Visibility• Access & Storage• Security & Resilience
ACTION
INSIGHT
DATA
Beyond BigData
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What is BigData?
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Giving Meaning to DataStructured
Databases
Siloed
Migrating from
Storage
Corruption
Security
Mining
Unstructured
Internet
Trawling
Mining
Language
Privacy
Cleaning
Authenticity
Semi-structured
Semantic Web
Tagging
Querying
Provenance
Mining
Storage
Migrating to
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Pretty Pictures & Data Scientists
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Why?Machine Learning
Mature subject
Complex Correlations
Open-source Tools
Mining
Prediction
Hard
Semantic Inference
Reasoning
New research area
Semantic Web
Emerging Tools
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The Use of Knowledge
Wisdom - Buy John a dog bowl for his birthday and he'll be very happy
Understanding - John's birthday is on April 27th. If John Smith likes Dogs then he probably has one
Knowledge - 1979-04-27 is John Smith's date of birth, and John Smith likes Dogs
Information - 1979-04-27 is a Date, John Smith is a Person, Dog is an Animal (data in context)
Data - "19790427", "John Smith", "Dog" (raw groups of symbols)
BigQuestions
What problem are you trying to solve?
Objectives, Variables and Constraints
POINTS ROUTES MEGA OPS /S
10 3,628,800 4 seconds
11 39,916,800 1 minute
13 6,227,020,800 2 hours
14 87,178,291,200 1 day
16 20,922,789,888,000 1 year
20 2,432,902,008,176,640,000 77,000 years
22 1,124,000,727,777,610,000,000 36 millennia
24 620,448,401,733,239,000,000,000 20 billion years
Odd or Even: O(1)Ordered Search: O(log n)Sorting Items: O(n2)Travelling Salesman: O(n!)
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Odd or Even: O(1)Ordered Search: O(log n)Sorting Items: O(n2)Travelling Salesman: O(n!)
POINTS ROUTES MEGA OPS PER SECOND
10 3,628,800 4 seconds
11 39,916,800 1 minute
13 6,227,020,800 2 hours
14 87,178,291,200 1 day
16 20,922,789,888,000 1 year
20 2,432,902,008,176,640,000 77,000 years
22 1,124,000,727,777,610,000,000 36 millennia
24 620,448,401,733,239,000,000,000 20 billion years
The Big “O”
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Optimisation-as-a-Service
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Community Industry
Next Generation IP Disruptive Innovations
Data and Rewards Royalty Mechanism
Exchange
Innovation Model
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Knowledge, Power, Responsibility
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Questions & Discussions
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satalia
algorithms ● intelligence ● optimisation
Daniel Hulme ● [email protected]
@TheSolveEngine ● 07773765097
Satalia (NPComplete Ltd) www.satalia.com15
Algorithm Scoping & Optimisation Insights
Modelling & Algorithm Design
Seamless Integration& Future-Proofing
Web-portal and Services
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