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

Transcript

1. Predicting the Future in 10 Minutes or Less
2. ...a 45-minute presentation by @vladiliescu
3. What do you mean, “Predict the future”?
4. Predict the future
5. Predict the future grades of a student
6. Predict the future grades of a student at math
7. Predict the future grades of a student at math using...
8. a) Divination
9. b) Statistics
10. c) Machine Learning
11. c) Machine Learning A way to write programs that we don’t exactly know how to write.
12. c) Machine Learning A way to write programs that we don’t exactly know how to write.
13. Predict the future grades of a student at math using machine learning…
14. Apache Spark MLlib Microsoft Azure ML Studio Google Prediction API Google TensorFlow Amazon Machine Learning Samsung Veles
15. Microsoft Azure ML Studio
16. What have we picked so far? ✔ A well-defined problem ✔ An approach for predicting the future ✔ A machine learning framework
17. What are we missing?
18. The Data
19. UCI Student Performance Data Set
20. https://archive.ics.uci.edu/ml/datasets/Student+Performance
21. G3 - final grade (numeric: from 0 to 20, output target)
22. Ready?
23. Steady?
24. GO!
25. Open the Azure experiment here https://gallery.cortanaintelligence.com/Experiment/Predict-Student-Grades-at-Math (or take a look at the following slides)
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
39. Thanks for watching! Vlad Iliescu ↪vladiliescu.ro