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Amazon Machine Learning vs. Google Prediction API (and Competitors)

louisdorard.com

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Re: Amazon Machine Learning vs. Google Prediction API (and Competitors)

#3
Do any of these services give you any insight into what variable drove the decision? I get that they can tell you the target variable (e.g. these people are likely to buy), but can they tell me that the age and gender fields had a higher correlation than income or education?

Re: Amazon Machine Learning vs. Google Prediction API (and Competitors)

#4
post #3

Do any of these services give you any insight into what variable drove the decision? I get that they can tell you the target variable (e.g. these people are likely to buy), but can they tell me that the age and gender fields had a higher correlation than income or education?

Most of them can. I have a doubt for Google Prediction, need to check... Also with BigML you get a decision tree model which allows to "explain" predictions with a list of decisions based on the values of the fields (see #3 on https://bigml.com/features).

Re: Amazon Machine Learning vs. Google Prediction API (and Competitors)

#5
post #3

Do any of these services give you any insight into what variable drove the decision? I get that they can tell you the target variable (e.g. these people are likely to buy), but can they tell me that the age and gender fields had a higher correlation than income or education?

Most of them can. I have a doubt for Google Prediction, need to check... Also with BigML you get a decision tree model which allows to "explain" predictions with a list of decisions based on the values of the fields (see #3 on https://bigml.com/features ).

That's good to know...I'm preparing a data set to test them now.