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algorithms ● intelligence ● optimisation. Daniel Hulme ● daniel@satalia.com @ TheSolveEngine ● 07773765097 Masters ( Msci ) in Computer Science with Machine Learning @ UCL Doctorate ( EngD ) in Computational Complexity @ UCL Research Scientist in Optimisation & Innovation @ UCL
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algorithms ● intelligence ● optimisation Daniel Hulme ● daniel@satalia.com @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 @ UCLEntrepreneurship // 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
Beyond BigData • ACTION • BIG WISDOM • BIG UNDERSTANDING • INSIGHT • BIG KNOWLEDGE • BIG INFORMATION • DATA • BIG DATA DIKUW Pyramid
Giving Meaning to Data Structured • 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
Why? Machine Learning • Mature subject • Complex Correlations • Open-source Tools • Mining • Prediction • Hard Semantic Inference • Reasoning • New research area • Semantic Web • Emerging Tools
The Use of Knowledge BigQuestions • What problem are you trying to solve? • Objectives, Variables and Constraints 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) Odd or Even: O(1) Ordered Search: O(log n) Sorting Items: O(n2) Travelling Salesman: O(n!)
The Big “O” Odd or Even: O(1) Ordered Search: O(log n) Sorting Items: O(n2) Travelling Salesman: O(n!)
Innovation Model Next Generation IP Disruptive Innovations Exchange Community Industry Data and Rewards Royalty Mechanism
sataliaalgorithms ● intelligence ● optimisation Daniel Hulme ● daniel@satalia.com @TheSolveEngine ● 07773765097
Web-portal and Services • Algorithm Scoping & Optimisation Insights • Modelling & Algorithm Design • Seamless Integration& Future-Proofing