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Globant week Cali - La nueva electricidad

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La Inteligencia Artificial (IA) es considerada como la nueva electricidad, palabras de Andrew Ng; el motor de nuevas aplicaciones y tecnologías que crece a un ritmo frenético y tan descriptible como la ley de Moore, que revive su validez, pero ya no como lo hizo con los procesadores. Como científicos de datos, la IA es nuestro instrumento para generar valor en cualquier compañía. Su uso puede ser para algunos controvertido; para otros representa lo mejor de la inteligencia humana y el futuro que pueda ayudarnos a construir un mejor planeta. Lo que si es cierto, es que la IA no es una novedad. Gracias al desarrollo tecnológico en hardware, contamos con el poder de procesamiento necesario para aplicarla creando nuevas necesidades. Globant considera la IA uno de sus cuatro retos de cara a una nueva revolución digital y cognitiva en el mundo empresarial.

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Globant week Cali - La nueva electricidad

  1. 1. Empowering organizations for a digital and cognitive revolution GLOBANT We are
  2. 2. Digital & Cognitive Transformations Companies need to face profound to stay ahead of their markets TODAY’S CHALLENGE
  3. 3. This is not a traditional game. You need a pure digital and cognitive player. One that has been involved in amazing transformations...
  4. 4. Engineering the digital trans- formation for one of the largest amusement parks in the world Partnering with EA for FIFA, UFC, NHL and other AAA games Lifting an airline’s customer approach with a 360 degree digital strategy Giving Londoners instant public access to the Metropolitan Police Creating the first true digital bank for more than 3MM users Becoming the first partner outside the Googleplex to work with Google
  5. 5. GLOBANT We are a pure play on the digital and cognitive space We are disruptors on the professional services arena. We are the place where engineering, innovation and design meet scale. We leverage the latest technologies and methodologies in the digital and cognitive space to help organizations transform in every aspect. We create software products that emotionally connect our customers with millions of consumers and employees, and we work with them to improve their efficiency.
  6. 6. TODAY IDC MarketScape Worldwide Digital Strategy Consulting 2016 Capabilities Strategies Globant recognized as a Worldwide Leader of Digital Strategy Consulting Services by IDC MarketScape report. LEADERS Major Players
  7. 7. 2003 2006 2008 2009 2012 2014 2015 2016 Founded Signed Google Riverwood Capital and FTV Capital invested Studios launch WPP Invested Listed on NYSE Follow on SoP launched GLOBANT’S HISTORY Select Clients +7,200 Employees Highlights 2016 Revenue Growth ($M) CAGR: 27.1% 413 158 200 254 323 20172013 2014 2015 2017 Worldwide Leader of Digital Strategy Consulting Services by IDC MarketScape report. TODAY 2018 3rd Follow on
  8. 8. United States Argentina Colombia Uruguay Brazil Mexico India Chile Perú UK Spain Multiple time zones enable us to deliver agile services to our customers and global partners. We benefit from Cultural similarities and a strong history of innovation. We have an unlimited talent pool of highly educated IT professionals. 38 offices in 31 cities throughout 13 countries. Strong global presence with great talent to deliver digital and cognitive transformations. GLOBAL DELIVERY MODEL Belarus Luxembourg
  9. 9. OUR PLATFORMS
  10. 10. WE HELP YOU STAY RELEVANT
  11. 11. Deep Pockets of Expertise STRATEGIC SPECIALTY FOUNDATION UX Studio Consulting Product Acceleration Continuous Evolution Internet of Things GamingMobile UI Engineering Big Data Scalable Platforms Artificial Intelligence Process Automation Cyber Security Quality Engineering Cloud Ops Digital Content Media OTT Future of Organizations Agile Delivery OUR STUDIOS Stay Relevant
  12. 12. Deep Pockets of Expertise STRATEGIC SPECIALTY FOUNDATION UX Studio Consulting Product Acceleration Continuous Evolution Internet of Things GamingMobile UI Engineering Big Data Scalable Platforms Artificial Intelligence Process Automation Cyber Security Quality Engineering Cloud Ops Digital Content Media OTT Future of Organizations Agile Delivery OUR STUDIOS Stay Relevant
  13. 13. Artificial Intelligence
  14. 14. These revolutions are leveraging new technologies that didn’t exist a few years ago. We are experiencing two disruptive revolutions at the same time. The digital and cognitive revolutions are affecting how companies connect with consumers and employees. TODAY’S CHALLENGE The AI Revolution The Rise of Screenless UX Connected ubiquitous experiences Augmented and Virtual Reality
  15. 15. “AI is the new electricity 15
  16. 16. Internet of Things and towards technological singularity?
  17. 17. Intelligence explosion “Since the design of machines is one of these intellectual activities, an ultraintelligent machine could design even better machines; there would then unquestionably be an ‘intelligence explosion,’ and the intelligence of man would be left far behind. Thus the first ultraintelligent machine is the last invention that man need ever make, provided that the machine is docile enough to tell us how to keep it under control.” 17 Irving John ("I. J."; "Jack") Good
  18. 18. APOCALIPSIS?
  19. 19. This is the best T-800’ arm model we’ve got today.
  20. 20. Object recognition Convolutional Neural Networks can be trained to detect and locate objects in images.
  21. 21. Image captioning Automatically describing the content of an image is a fundamental problem in artificial intelligence that connects computer vision and natural language processing.
  22. 22. Pose detection
  23. 23. Chatbots ● RNN approach (Seq2seq with attention) to learn from current interactions ● “Monitor view” for human supervision and intervention ● Easily integration and scalability ● Trained with 20 million chat sessions How can you scale and differentiate something as unique as a teacher guiding a student to discover the answer?
  24. 24. What kind of tools do we need to success with an AI project? Big data could be the answer.
  25. 25. Surfing the Big Data wave
  26. 26. What is Big Data? Internet of things Information sharing 1.5BInternet users Annual growth of unstructured data. 70% Cheaper hardware Distributed processing BigData New technologies for parallel processing of data Scientific approach to decision making …
  27. 27. What is Big Data?
  28. 28. Big Data Studio DATA is the new Oil “You can’t improve what you can’t manage… and you can't manage what you can't measure” Unstructured (not really a DB) Key Value Column Graph Document General file storage Text files Log files Complex models Flexible business logic Semi-structured data High volumes OLAP Analytics NOT FOR UPDATES Relations between entities (social graphs) Agile development Flexible data- models Too many types. Eg: Corporate areas BigTab le BigQu ery
  29. 29. Approach Our Globant Proprietary | Confidential Information
  30. 30. Business Analytics Social Analysis Market Segmentation Fraud detection Operations Research Predictive models Scoring & Clustering Data Warehouse Big Data Hadoop No-SQL MPP Cloud Services Interactive Dashboards Geographic charts Custom Visualizations Drill down Infographics High availability Mission critical Web API & REST Message Queues & ETL Enterprise Service Bus Mission Critical Platforms Service Oriented Architecture (SOA) Data Integration Data Integration Data Engineering Data Science Data Architecture Data Integration Data Visualization Front-endBack-end Our Practices
  31. 31. What we do Business Analytics Social Analysis Market Segmentation Fraud detection Operations Research Predictive models Scoring & Clustering Interactive Dashboards Geographic charts Custom Visualizations Drill down Infographics High availability Mission critical Web API & REST Message Queues & ETL Enterprise Service Bus Mission Critical Platforms Service Oriented Architect. (SOA) Data Warehouse Big Data Hadoop No-SQL MPP Cloud Services Our Practices Data Architecture Data Integration Data Visualization Data Science
  32. 32. Where does AI fit into?
  33. 33. Globant Proprietary | Confidential Information Doing Data Science with Globant ● Expertise and experience ● Not an individual but the power of a whole practice ● Not biased by the current “way it is” - no path dependence ● Full transfer of knowledge and tools ● Technology agnostic ML Context @ Globant
  34. 34. Data Science: Extraction of Knowledge from Data Data science objective is to extract useful knowledge from data. This knowledge can be useful for business purposes contributing to better business understanding and taking advantage of actionable situation creation. Involve techniques like machine learning, pattern recognition, probability and statistics, text mining, visualization, simulation, operations research, etc. Data mining, Knowledge discovery, Machine learning, Business intelligence are different aspects of Data science practice.
  35. 35. Predict numerical variables Predict a category Simulation Forecasting Find clusters Operation research and optimization Clustering Data Science Techniques
  36. 36. Many applications across industries can be performed using data science techniques: Data Science Applications In common ● Email prioritization ● Client Anti Attrition ● Customer Profiling ● Direct Marketing ● Employee Anti Attrition ● Sales Forecasting ● Market Simulation and Wargaming ● Candidate Scoring ● Pricing Elasticity and Optimization ● Sensibility and Impact simulations Banking and Insurance ● Anti Money Laundering (AML) ● Fraud detection ● Financial scoring ● Sanctions Retail ● Association rules ● Cross Selling ● Up selling ● Layout optimization Industrial Applications ● Predictive Maintenance ● Quality Improvement Conditions ● Failure Cause Detection ● Analysis of cost drivers and means for their reduction ● Resource Optimization ● Scheduling Optimization ● Stock Levels Optimization
  37. 37. Tools Used in Data Science Projects @ Globant
  38. 38. WE HELP YOU STAY RELEVANT

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