algorithms ● intelligence ● optimisation
description
Transcript of algorithms ● intelligence ● optimisation
![Page 1: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/1.jpg)
Satalia (NPComplete Ltd) www.satalia.com
algorithms ● intelligence ● optimisationDaniel 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
![Page 2: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/2.jpg)
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
![Page 3: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/3.jpg)
Satalia (NPComplete Ltd) www.satalia.com
What is BigData?
![Page 4: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/4.jpg)
Satalia (NPComplete Ltd) www.satalia.com
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
![Page 5: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/5.jpg)
Satalia (NPComplete Ltd) www.satalia.com
Pretty Pictures & Data Scientists
![Page 6: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/6.jpg)
Satalia (NPComplete Ltd) www.satalia.com
Why?Machine Learning Mature subject Complex Correlations Open-source Tools Mining Prediction Hard
Semantic Inference Reasoning New research area Semantic Web Emerging Tools
![Page 7: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/7.jpg)
Satalia (NPComplete Ltd) www.satalia.com
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 seconds11 39,916,800 1 minute13 6,227,020,800 2 hours14 87,178,291,200 1 day16 20,922,789,888,000 1 year20 2,432,902,008,176,640,000 77,000 years22 1,124,000,727,777,610,000,000 36 millennia24 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!)
![Page 8: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/8.jpg)
Satalia (NPComplete Ltd) www.satalia.com8
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”
![Page 9: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/9.jpg)
Satalia (NPComplete Ltd) www.satalia.com
Optimisation-as-a-Service
![Page 10: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/10.jpg)
Satalia (NPComplete Ltd) www.satalia.com10
![Page 11: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/11.jpg)
Satalia (NPComplete Ltd) www.satalia.com
Community Industry
Next Generation IP Disruptive Innovations
Data and Rewards Royalty Mechanism
Exchange
Innovation Model
![Page 12: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/12.jpg)
Satalia (NPComplete Ltd) www.satalia.com
Knowledge, Power, Responsibility
![Page 13: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/13.jpg)
Satalia (NPComplete Ltd) www.satalia.com
Questions & Discussions
![Page 14: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/14.jpg)
Satalia (NPComplete Ltd) www.satalia.com
satalia algorithms ● intelligence ● optimisation
Daniel Hulme ● [email protected]@TheSolveEngine ● 07773765097
![Page 15: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/15.jpg)
Satalia (NPComplete Ltd) www.satalia.com15
Algorithm Scoping & Optimisation Insights
Modelling & Algorithm Design
Seamless Integration& Future-Proofing
Web-portal and Services
![Page 16: algorithms ● intelligence ● optimisation](https://reader036.fdocuments.net/reader036/viewer/2022062222/568160c9550346895dcffa97/html5/thumbnails/16.jpg)
Satalia (NPComplete Ltd) www.satalia.com16