Questions tagged [data-product]

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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
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1answer
25 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
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0answers
54 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
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1answer
68 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
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2answers
552 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
198 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 ...