Questions tagged [data-product]

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3
votes
2answers
27 views

Monitoring machine learning models in production

I am looking for tools that allow me to monitor machine learning models once they are gone to production. I would like to monitor: Long term changes: changes of distribution in the features with ...
1
vote
2answers
84 views

ML model deployment architecture?

I came from a software development background and we have separate servers of the same database (dev, test, prod). The reason for this is because we develop our apps against the dev DB, run tests ...
0
votes
1answer
27 views

How to validate recommender model in healthcare?

In order to validate a recommender model, a usual approach is create a hold-out set that will provide random suggestions (similar to an A/B testing setup). However, in healthcare applications, this ...
1
vote
0answers
76 views

Modelling if condition of multiple estimators in a pipeline

How to correctly model a if condition to choose estimator/predictor(linear regression, gbt) to be used in scikit/spark-ml in a single pipeline. ...
0
votes
1answer
71 views

Putting a predictive model into production [closed]

Even after all these years of data science from 2010 to 2018, why is there no general framework for putting a predictive model into production?
8
votes
2answers
575 views

Machine Learning models in production environment

Lets say a Model was trained on date $dt1$ using the available labeled data, split into training and test i.e $train_{dt1}$, $test_{dt1}$. This model is then deployed in production and makes ...
2
votes
0answers
199 views

How to create Self learning data product

I am trying to build price recommendation solution for clients in a scalable manner. I have two choices as below. Professional service: Statistician involvement to build regression model or any ...
1
vote
1answer
69 views

How do I allow user to run a R script without making a website or web application? [closed]

I have data & a R script that creates a report from the data. I can't expose the data to internet. Also, I cant expose my script to internet / user. But I would like to eliminate myself from the ...