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Rockstar datascientist

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Sides from my talk at
Rockstar datascientist 2017, Medellín, Colombia

Publicado en: Ingeniería
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Rockstar datascientist

  1. 1. Machine Learning and data analysis: From the globe to Colombia + Meetups
  2. 2. Hello! I am Camilo Vásquez ● ● You can find me at: Twitter: @ @jcvasquezc1 LinkedIn: @jcvasquezc Email: jcamilo.vasquez@udea.edu.co http://jcvasquezc.wixsite.com/home
  3. 3. Hello! I am Camilo Vásquez ● Lecturer and machine learning researcher at UdeA You can find me at: Twitter: @ @jcvasquezc1 LinkedIn: @jcvasquezc Email: jcamilo.vasquez@udea.edu.co http://jcvasquezc.wixsite.com/home
  4. 4. Hello! I am Camilo Vásquez ● PhD(c) Pattern recognition Lab. University of Erlangen-Nuremberg. You can find me at: Twitter: @ @jcvasquezc1 LinkedIn: @jcvasquezc Email: jcamilo.vasquez@udea.edu.co http://jcvasquezc.wixsite.com/home
  5. 5. What is Machine Learning?
  6. 6. Machine Learning is not magic, It’s engineering
  7. 7. Time, Money, Human Resources
  8. 8. Machine learning: key concept Available data Machine learning algorithm Predictions for new data
  9. 9. Machine learning: key concept Available data Machine learning algorithm Predictions for new data
  10. 10. Machine learning: key concept Available data Machine learning algorithm Predictions for new data
  11. 11. Machine learning: key concept Available data Machine learning algorithm Predictions for new data
  12. 12. Trends
  13. 13. Trends
  14. 14. Trends Source: Google cloud 2017: https://cloud.google.com/blog/big-data/2017/04/survey-says-machine-learning-happening-now-and -paying-off?utm_source=newsletter&utm_medium=email&utm_campaign=2017-May-GCP-newsletter -en ● 50% of companies that implement ML solutions quantify return over inversion (ROI)
  15. 15. Trends Source: Google cloud 2017: https://cloud.google.com/blog/big-data/2017/04/survey-says-machine-learning-happening-now-and -paying-off?utm_source=newsletter&utm_medium=email&utm_campaign=2017-May-GCP-newsletter -en ● 50% of companies that implement ML solutions quantify return over inversion (ROI) ● 60% of companies around the globe have ML strategies under development.
  16. 16. Trends Source: Google cloud 2017: https://cloud.google.com/blog/big-data/2017/04/survey-says-machine-learning-happening-now-and -paying-off?utm_source=newsletter&utm_medium=email&utm_campaign=2017-May-GCP-newsletter -en ● 50% of companies that implement ML solutions quantify return over inversion (ROI) ● 60% of companies around the globe have ML strategies under development. ● ML inversion is quickly growing up (companies invest of up to 15% of budget to ML projects)
  17. 17. Trends Source: Google cloud 2017: https://cloud.google.com/blog/big-data/2017/04/survey-says-machine-learning-happening-now-and -paying-off?utm_source=newsletter&utm_medium=email&utm_campaign=2017-May-GCP-newsletter -en ● 50% of companies that implement ML solutions quantify return over inversion (ROI) ● 60% of companies around the globe have ML strategies under development. ● ML inversion is quickly growing up (companies invest of up to 15% of budget to ML projects) ● 95% of companies around globe have adopted Big data technology (Spark, Hadoop)
  18. 18. Trends Source: Forbes 2017: https://www.forbes.com/sites/quora/2017/02/24/what-companies-are-winning-the-race-for-artificial -intelligence/ ● Top companies investing in ML 1. DeepMind 2. Google 3. Facebook 4. OpenAI 5. Baidu 6. Microsoft 7. Apple 8. IBM
  19. 19. Trends
  20. 20. Trends Source: IEEE Spectrum 2017: http://spectrum.ieee.org/computing/software/the-2017-top-programming-languages
  21. 21. Applications
  22. 22. 2017 Worldwide Deep Learning Self Driving Cars Healthcare Genetics Natural Language Processing Applications
  23. 23. Applications: human computer interaction
  24. 24. Applications: healthcare cancer healthy
  25. 25. Applications: business analytics
  26. 26. Applications
  27. 27. Applications
  28. 28. Applications
  29. 29. Highlighted projects
  30. 30. Movie Recommendations
  31. 31. Enlitic
  32. 32. Product Recommendations
  33. 33. Error checking, Correction Recommendations, Risk prediction
  34. 34. Search, Translation, Ads, Google Now, Google Images, Self Driving Cars, …
  35. 35. Emotion recognition from facial expressions and speech
  36. 36. In the globe: Alpha Go Zero https://deepmind.com/blog/alphago- zero-learning-scratch/
  37. 37. In the globe: Tesla Autopilot for self driving cars https://www.tesla.com/autopilot
  38. 38. In Colombia: Multimodal monitoring of neurodegenerative disorders
  39. 39. In Colombia: Multimodal monitoring of neurodegenerative disorders J. C. Vásquez-Correa, J. R. Orozco-Arroyave, and E. Nöth. “Convolutional Neural Network to Model Articulation Impairments in Patients with Parkinson’s Disease”. In:18th International Conference of the Speech and Communication Association (INTERSPEECH). Stockholm, 2017.
  40. 40. In Colombia: Multimodal monitoring of neurodegenerative disorders ● Online biometrics authentication ● Healthcare
  41. 41. In Colombia: ANMOTO (https://anmoto.herokuapp.com/)
  42. 42. In Colombia: ML to improve capabilities in optical networks
  43. 43. In Colombia: ML to improve capabilities in optical networks
  44. 44. In Colombia: SARHA
  45. 45. In Colombia: SARHA
  46. 46. In Colombia: SARHA Laura sube al tren que pasa
  47. 47. In Colombia: Datos a la U
  48. 48. In Colombia: Banrep http://www.banrep.gov.co/es/taxono my/term/9353
  49. 49. What makes it possible
  50. 50. Data repositories
  51. 51. Kaggle www.kaggle.com
  52. 52. DATOS ABIERTOS www.datos.gov.co/
  53. 53. MEDATA www.rutanmedellin.org/es/compete ncia-de-datos-medata-2017
  54. 54. SIATA https://github.com/DatosAbiertosMe dellinOrg/calidadaire
  55. 55. Colomb-ia https://github.com/colomb-ia/retos
  56. 56. Cloud machine learning tools
  57. 57. Cloud machine learning tools
  58. 58. Cloud machine learning tools
  59. 59. Cloud machine learning tools
  60. 60. Cloud machine learning tools
  61. 61. Additional resources
  62. 62. Invitations
  63. 63. PyCon Colombia https://www.pycon.co/
  64. 64. Machine Learning Colombia Facebook: Machine Learning Colombia
  65. 65. In Colombia: ML meet-up Medellin https://www.meetup.com/es/ml-me dellin/
  66. 66. In Colombia: Databeers Medellín http://databeersmde.com/
  67. 67. Modern Datascientist The sexiest job of the 21th century
  68. 68. Thanks Twitter: @ @jcvasquezc1 LinkedIn: @jcvasquezc Email: jcamilo.vasquez@udea.edu.co http://jcvasquezc.wixsite.com/home
  69. 69. Machine Learning and data analysis: From the globe to Colombia + Meetups

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