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Model release management for batch and web-service scoring
In CP4D analytics project, there is no model release management framework like SPSS Collaboration and Deployment Services (CaDS). We need, 1. LEARNING - Running batch script for model re-training at some intervals(weekly or monthly), and save new ...
More information & transparency about deployment process of Shiny App needed - Watson Machine Learning
Currently when promoting a Shiny App from Watson Studio to Watson Machine Learning and deploying this Shiny App in Watson Machine Learning there is only little feedback over the progress of the deployment. This is making it difficult troubleshooti...
Show meaningful error message when a RStudio pod can not be startet because the system cannot request the needed resources
As a Data Scientist I frequently need to start runtime environments. Often these are small enough and they quite naturally fit the available resources. Sometimes however, there is a very large environment needed. Therefore I would like to see an m...
I have more than 1000+ script & data, it is hard to managed. In my local environment, there is a file-system so that I can create folders/sub-folders to put the assets in right position but it is not on CPD.
To tighten security, disable Users from accessing their credentials in secrets, but allow access from flight service only
Currently their are some security holes in the product in that users can read out credentials from secrets.
This can happen accidentally or deliberately through a malicious user.
Consequence is that credentials stored can be exposed and used elsew...
Big companies that started earlier with ML, started with R, as it was not until 2017 that python surpassed R as the preferred language for ML. Still many companies have models running in batch on Spark clusters and those models are implemented in ...
Currently Data Refinery doesn't have default operation to manipulate date type data. For example, to manipulate date type of field by adding several days to the original fields, we need to use following custom code: mutate(ExpiryDate = as.Date( Pu...
Ability to import notebooks to access functions when running a notebook as a job
Within the JupyterLabs IDE users are able to use a package like https://pypi.org/project/import-ipynb/ to import local notebooks and access the functions etc within. This does not function when notebooks are run as Jobs. Scenario: Notebook A impor...
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