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Data Analytics 06/02/2016 Introduction to Data Analytics Amine BEL HADJ SOULAMI BNP Paribas Learning 2015 © DataCopyright 1 Learning From Data 06/02/2016 • You’ve been collecting data for years. • Learn how to use it to grow your business and gain a competitive edge. • Today’s data-driven companies have a competitive edge over their peers. • They are generating breakthrough insights by bringing together all of their structured and unstructured data and analysing it. • Big Data or Smart Data? • You know you have big data when it’s so large and complex that Learning 2015 © DataCopyright it’s hard to process using your existing data management tools 2 In principle, nothing new 06/02/2016 Star Trek – The Devil in The Dark 1967 Capitain James T. Kirk and Commader Spock Vulcans: an extraterrestrial humanoid species who originate from the planet Vulcan. They are noted for their attempt to live by reason and logic with no interference from emotion. • KIRK: Mister Spock, you are second in command. This will be a dangerous hunt. Either one of us by himself is expendable. Both of us are not. • SPOCK: Captain, there are approximately one hundred of us engaged in this search, against one creature. The odds against you and I both being killed are 2,228.7 to 1. • KIRK : 2,228.7 to 1? Those are pretty good odds, Mister Spock. • SPOCK : And they are of course accurate, Captain. Learning 2015 © DataCopyright • KIRK : Of course. Well, I hate to use the word, but logically, with those kind of odds, you might as well stay. But please stay out of trouble, Mister Spock. 3 • SPOCK : That is always my intention, Captain. Event Data Log servers 06/02/2016 Risk management system Emails Log Printers Bloomberg Chat Log PCs Employees Databases Phone Calls Recording Clients Databases An open API News Weather forecast Learning 2015 © DataCopyright Social Media 4 Security recording Geolocation Trading systems Heart Rate A spreadsheet Operational Support 06/02/2016 • Detect • Something is going wrong now • The process is deviating now • The deadline just expired • Predict • When will the case finish? • Will the case being rejected? • Will the case deviate from normal pattern? • Recommend Learning 2015 © DataCopyright • Which activity Should be executed • Who should execute it? 5 High-impact use cases 06/02/2016 • Customer analytics • Digital Marketing: optimising customer acquisition • Personalised websites/ newsletters/ advertisement • Reducing churn by predicting customer behaviours • Operational analytics • Unlocking insights buried in log, sensors and machine data • Reduce failures and improve mean time-to-failure • Fraud and compliance • Detect anomalies using strong data profiling • Perform time-series analytics, pattern changes • Data-driven products and services Learning 2015 © DataCopyright • Innovating new products and services: Think how you can combine your CRM data, social media, transaction data, geo-location data, 6 sensor, product data Impact on Management 06/02/2016 Star Wars: Episode V The Empire Strikes Back 1980 C-3PO: Sir, the possibility of successfully navigating an asteroid field is approximately 3,720 to 1. Han Solo: Never tell me the odds. Copyright © Data Learning Learning 2015 © DataCopyright • Are the odds wrong? • Should you trust your instinct? 7 Statistical Thinking Take action and be agile 06/02/2016 • Managing data-driven innovation • Translating a business question into a mathematical problem • Understanding operational benefits and risks • money management vs weather forecast • Interpreting yours results and models: • Need to understand the underlying data model • Data Learning - Value proposition • We bridge the gap between business leaders and scientist: Managers need transparent methods whereas academics produce sophisticated algorithms. • Proof of Concept, data mining Learning 2015 © DataCopyright • Workshop, executive courses • Implementations of tailored solutions and algorithms 8 My Background 06/02/2016 • Director Data Learning Ltd • Over 17 years of experience in both large companies and start-ups. • Previously the head of research and quantitative trading at Carrousel Capital, a 700mln hedge fund: quantitative modelling, data analysis, programing, database design, drawing on deep mathematical knowledge and ability. • Hands-on experience in setting up data solutions, the support of a wide network of specialists and a good knowledge of the start-ups scene. • Mentor at the Cambridge Judge Business School (Cambridge - UK) • Lecturer at the Toulouse Business School (TBS - France), courses to post-graduate business students on Quantitative Asset Learning 2015 © DataCopyright Management. • Christophe graduated from Ecole Polytechnique (Paris – France) and 9 l’Ecole Supérieure des Mines de Paris (France). Contact 06/02/2016 Christophe LE LANNOU [email protected] Copyright © Data Learning Learning 2015 © DataCopyright 10 .
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  • Star Trek and History
    Chapter 15 Who’s the Devil? Species Extinction and Environmentalist Thought in Star Trek Dolly Jørgensen Spock: To hunt a species to extinction is not logical. Dr. Gillian Taylor: Whoever said the human race was logical? —Star Trek IV: The Voyage Home In Star Trek IV: The Voyage Home , the inhabitants of twenty-third-century Earth learn all too well the price of their illogical behavior. By hunting the humpback whale to extinction in the twenty-first century, humankind had sealed its own fate. The humpbacks had been in communication with aliens in the twentieth century, but they had no descendants to reply to an alien probe visiting the planet two centuries later. Earth seemed to be on the verge of destruction, as the seemingly omnipotent probe demanded a reply. Luckily, the Enterprise crew saved the Earth inhabitants from a watery grave with the help of time travel, a biologist, nuclear fuel from a naval vessel, plexiglas, and two twentieth-century whales. Sometimes we think of science fiction as presenting escapist, made-up fantasy worlds. From its beginnings in the 1960s until the present, however, Star Trek has commented on contemporary social issues, establishing itself as part of a larger discourse on the state of the world.1 Contemporary environmental concerns are a major theme in Star Trek. In this chapter, we show how the portrayal of animal species’ extinction in the television shows and movies traces gradual changes in environmentalist thinking over the last forty-five years. Although species extinction could include the mass destruction of worlds and the extinction of peoples, like the loss of the Vulcans in the 2009 movie Star Trek or the civil war that wiped out the population of Cheron (TOS, “Let That Be Your 253 Last Battlefield”), the focus here is on creatures equivalent to animals rather than civilizations that are considered equivalent to humans.
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  • Gold Key / Western Star Trek Comics
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