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Predicting the future in 10 minutes or less - an introduction to Azure Machine Learning

Predicting the future in 10 minutes or less - an introduction to Azure Machine Learning

Vlad Iliescu

May 13, 2017
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  1. Predicting the Future
    in 10 Minutes
    or Less

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  2. ...a 45-minute presentation by
    @vladiliescu

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  3. What do you mean, “Predict the future”?

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  4. Predict the future

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  5. Predict the future grades of a student

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  6. Predict the future grades of a student
    at math

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  7. Predict the future grades of a student
    at math using...

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  8. a) Divination

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  9. b) Statistics

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  10. c) Machine Learning

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  11. c) Machine Learning
    A way to write programs that we don’t exactly
    know how to write.

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  12. c) Machine Learning
    A way to write programs that we don’t exactly
    know how to write.

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  13. Predict the future grades of a student
    at math using machine learning…

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  14. Apache Spark MLlib
    Microsoft Azure ML Studio
    Google Prediction API
    Google TensorFlow
    Amazon Machine Learning
    Samsung Veles

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  15. Microsoft Azure ML Studio

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  16. What have we picked so far?
    ✔ A well-defined problem
    ✔ An approach for predicting the future
    ✔ A machine learning framework

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  17. What are we missing?

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  18. The Data

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  19. UCI Student Performance Data Set

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  20. https://archive.ics.uci.edu/ml/datasets/Student+Performance

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  21. G3 - final grade (numeric: from 0 to 20, output target)

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  22. Ready?

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  23. Steady?

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  24. GO!

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  25. Open the Azure experiment here
    https://gallery.cortanaintelligence.com/Experiment/Predict-Student-Grades-at-Math
    (or take a look at the following slides)

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  38. What have we done so far? (continued)
    ✔ Trained&deployed the simplest model we could
    ✔ Consumed the web service using Excel
    ✔ Learned how to evaluate a trained model

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  39. Thanks for watching!
    Vlad Iliescu
    ↪vladiliescu.ro

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