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Extreme Data Science

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Il y a 20 ans, l’Extreme Programming était un framework novateur avec des pratiques de génie logiciel sans lesquelles nous n’imaginerions plus travailler aujourd’hui pour produire des logiciels de qualité. Dans cette présentation, nous découvrirons comment les pratiques de l’Extrême Data-Science, qui se reposent sur les épaules du géant Extrême Programming, nous permettent d’intégrer avec succès les data-scientists et leurs projets dans les équipes, et aident à assurer la qualité des livrables data-science qui offrent des fonctionnalités optimales pour l’utilisateur.

Published in: Data & Analytics
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  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (2019 Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
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Extreme Data Science

  1. 1. Anastasia Lieva EXTREME DATA-SCIENCE
  2. 2. @lievAnastazia #ExtremeDataScience
  3. 3. @lievAnastazia #ExtremeDataScience
  4. 4. Prédire la consommation de chaque appareil
  5. 5. Prédire la consommation de chaque appareil Prédire la production des panneaux solaires
  6. 6. Prédire la consommation de chaque appareil Prédire la production des panneaux solaires
  7. 7. Enrichissement et traitement des données brutes Cycle de Livraison des prédictions Apprentissage artificiel Déploiement des modèles
  8. 8. Enrichissement et traitement des données brutes Cycle de Livraison des prédictions Apprentissage artificiel Déploiement des modèles Quelles données doit-on utiliser pour le modèle? Quelles métriques doit-on optimiser ? Quels algorithmes benchmarker ? À quelle fréquence doit-on produire le modèle ? À quelle fréquence doit-on produire les prédictions ? Comment prétraiter les données disponibles ?
  9. 9. EXTREME PROGRAMMING
  10. 10. EXTREME PROGRAMMING
  11. 11. EXTREME PROGRAMMING 1/ Transparence du processus et responsabilisation des acteurs
  12. 12. EXTREME PROGRAMMING 1/ Transparence du processus et responsabilisation des acteurs 2/ Logiciels de qualité, ayant beaucoup moins de défauts
  13. 13. EXTREME PROGRAMMING masterofproject.com 1/ Transparence du processus et responsabilisation des acteurs 2/ Logiciels de qualité, ayant beaucoup moins de défauts
  14. 14. EXTREME DATA SCIENCE masterofproject.com 1/ Transparence du processus et responsabilisation des acteurs 2/ Solutions data-science de qualité, ayant beaucoup moins de défauts
  15. 15. EXTREME DATA-SCIENCE ● Communication ● Simplicité ● Confiance ● Respect ● Courage EXTREME PROGRAMMING
  16. 16. Data-Scientist What my university thinks I do What society thinks I do What my boss thinks I do What my coworkers think I do What my younger me thought I’ll do What I actually do Science
  17. 17. Data-Scientist What my university thinks I do What society thinks I do What my boss thinks I do What my coworkers think I do What my younger me thought I’ll do What I actually do Science
  18. 18. Communication
  19. 19. ● Métaphores Communication
  20. 20. Avec @MagaliBaude et @manudebuire Ateliers collaboratifs
  21. 21. ● Métaphores ● Casser les mythes Communication
  22. 22. ● Métaphores ● Casser les mythes ● Collaboration au quotidien Communication
  23. 23. http://www.c-sharpcorner.com/UploadFile/d9c992/the-agile-scrum-framework/ Daily avec les développeurs
  24. 24. Data-science en binôme avec les développeurs
  25. 25. ● Architecture simple et évolutive ● Respect des règles de codage
  26. 26. ● Architecture simple et évolutive ● Respect des règles de codage ● Appropriation collective du code
  27. 27. Ateliers utilisateurs & Design Thinking
  28. 28. ● Les histoires utilisateurs cadrent le besoin data-science
  29. 29. La systeme de recommandation des videos ( à la YouTube) Epic Construire le prototype d’un système de recommandation avec une approche basée sur le contenu Story 1 En tant qu'utilisateur je veux liker ou disliker les vidéos visionnées afin de donner mon évaluation sur le contenu Story 2 En tant que data-scientist je veux extraire les méta-informations (titre, genre de la vidéo, actrices/acteurs principaux, BO) à partir des vidéos afin de les utiliser dans l’algorithme de recommandation. Story 3 En tant que data-scientist je veux modéliser les réactions des utilisateur par rapport aux vidéos avec un réseau de neurones récurrents
  30. 30. ● Les histoires utilisateurs cadrent le besoin data-science ● Mise en production de la solution minimale rapidement pour avoir le retour d’utilisateur
  31. 31. Data-Scientist What my university thinks I do What society thinks I do What my boss thinks I do What coworkers think I do What my younger me thought I’ll do What I actually do Science
  32. 32. Data scientist AGILEXP VOUS
  33. 33. MERCI https://duchessfrslackinvite.herokuapp.com/
  34. 34. MERCI https://duchessfrslackinvite.herokuapp.com/ https://mixitconf.org/en/2019/ make-data-science-great-again-pourquoi-et-comment-crafter-la-data-science-sur-mesure- https://www.actuia.com/acteur/anastasia-lieva/

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