Blog: martin fowler


235 blogs updated: 61 min. ago
Using CD4ML to evolve without bias
Danilo, Arif and Christoph finish their article on Continuous Delivery for Machine Learning with a peek at the future of platform thinking a...
7
19-09-2019 15:32:03 martin fowler Agile & Testing
Data Versioning and Pipelines in CD4ML
My colleagues continue their article on Continuous Delivery for Machine Learning by looking at the future, considering what further work nee...
12
18-09-2019 16:59:05 martin fowler Agile & Testing
Orchestration and Observability in CD4ML
Danilo, Arif and Christoph finish the technical components of Continuous Delivery for Machine Learning with the last two items: Continuous D...
12
11-09-2019 16:20:53 martin fowler Agile & Testing
The actual cost of lock-in and how to reduce it
Gregor completes his article by totting up the total cost of avoiding lock-in, and considering some examples of the decisions around lock-in...
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10-09-2019 00:02:23 martin fowler Agile & Testing
Experiments Tracking and Model Deployment in CD4ML
The team tackles some more technical components of Continuous Delivery for Machine Learning. This time they look at Experiments Tracking and...
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09-09-2019 17:31:39 martin fowler Agile & Testing
Serving and testing models in CD4ML
My colleagues continue their discussion of the technical components of Continuous Delivery for Machine Learning. This installment looks at m...
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06-09-2019 19:30:50 martin fowler Agile & Testing
The actual cost of lock-in and how to reduce it
Since Gregor's previous matrix was so useful, now he does another one. This matrix models switching costs and Gregor uses it to examine the ...
15
04-09-2019 23:41:43 martin fowler Agile & Testing
Technical Components of CD4ML
Our authors now move on to the technical components that make Continuous Delivery possible for a Machine Learning system. The first two are ...
15
04-09-2019 16:03:51 martin fowler Agile & Testing
Continuous Delivery for Machine Learning
Machine Learning applications are becoming popular in our industry, but teams struggle to develop, test, deploy them. At ThoughtWorks, we've...
15
03-09-2019 16:03:45 martin fowler Agile & Testing
Don't get locked up into avoiding lock-in
A lot of software architects expend time and energy trying to come up with ways to avoid lock-in. Sadly many of these discussions miss impor...
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03-09-2019 01:51:56 martin fowler Agile & Testing


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