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Alessandro Magnani, Data Scientist, @WalmartLabs at MLconf SF - 11/13/15MLconf
Classification Labels in a Fast Moving Environment: Classification problems are very common in ecommerce. Collecting and storing labels from different sources is key to train and evaluate such models.
Labels are expensive to obtain, thus selecting which products to get labels for is key to optimally use any available labeling budget, both when training and evaluating a model. At the same time, if available labels are not correctly used, incorrect or suboptimal results can be produced.
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Rik Teuben - Many Can Quarrel, Fewer Can Argue TEST Huddle
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EuroSTAR Software Testing Conference 2013 presentation on The Awful Truth About Estimation, Have I Been Wrong All Along by Ruud Teunissen.
See more at: http://conference.eurostarsoftwaretesting.com/past-presentations/
About Joseph Ours' Presentation – “Bad Metric – Bad!”
Metrics have always been used in corporate sectors, primarily as a way to gain insight into what is an otherwise invisible world. Organizations blindly adopt a set of metrics as a way of satisfying some process transparency requirement, rarely applying any statistical or scientific thought behind the measures and metrics they establish and interpret. Many metrics do not represent what people believe they do and as a result can lead to erroneous decisions. Joseph looks at some of the common and some of the humorous testing metrics and determines why they are failures. He further discusses the real purpose of metrics, metrics programs and finishes with pitfalls into which you fall.
Alessandro Magnani, Data Scientist, @WalmartLabs at MLconf SF - 11/13/15MLconf
Classification Labels in a Fast Moving Environment: Classification problems are very common in ecommerce. Collecting and storing labels from different sources is key to train and evaluate such models.
Labels are expensive to obtain, thus selecting which products to get labels for is key to optimally use any available labeling budget, both when training and evaluating a model. At the same time, if available labels are not correctly used, incorrect or suboptimal results can be produced.
In this talk I will discuss some of the challenges and potential pitfalls of acquiring and using labels for classification in a quickly evolving environment. I will present a system that store labels, provides a way to select labels to optimize budget while providing accurate and unbias evaluations of the classification models.
Rik Teuben - Many Can Quarrel, Fewer Can Argue TEST Huddle
EuroSTAR Software Testing Conference 2009 presentation on Many Can Quarrel, Fewer Can Argue by Rik Teuben. See more at conferences.eurostarsoftwaretesting.com/past-presentations/
Ruud Teunissen - The Awful Truth About Estimation, Have I Been Wrong All Alon...TEST Huddle
EuroSTAR Software Testing Conference 2013 presentation on The Awful Truth About Estimation, Have I Been Wrong All Along by Ruud Teunissen.
See more at: http://conference.eurostarsoftwaretesting.com/past-presentations/
About Joseph Ours' Presentation – “Bad Metric – Bad!”
Metrics have always been used in corporate sectors, primarily as a way to gain insight into what is an otherwise invisible world. Organizations blindly adopt a set of metrics as a way of satisfying some process transparency requirement, rarely applying any statistical or scientific thought behind the measures and metrics they establish and interpret. Many metrics do not represent what people believe they do and as a result can lead to erroneous decisions. Joseph looks at some of the common and some of the humorous testing metrics and determines why they are failures. He further discusses the real purpose of metrics, metrics programs and finishes with pitfalls into which you fall.
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It is possible for a product to pass quality assurance tests and acceptance testing without being user-friendly. It is also too easy for those of us who build digital products to make assumptions about what our users need. As a design thinker, I strive to bring the authentic voices of complex audiences into the product lifecycle through pragmatic research.
A sound design research process not only shapes digital products to be more usable, it also adds value to drive engagement.
Patricia Carlin, General Manager ThoughtWorks talks about Metrics versus Diagnostics, Reporting Progress and Providing Visibility. And also the necessity of producing metrics that add value and eliminating metrics that are now deemed irrelevant. The discussion also comprises guidelines on effectively using metrics on an Agile Project as well as different types of metrics used on ThoughtWorks projects.
A test strategy is the set of ideas that guides your test design. It's what explains why you test this instead of that, and why you test this way instead of that way. Strategic thinking matters because testers must make quick decisions about what needs testing right now and what can be left alone. You must be able to work through major threads without being overwhelmed by tiny details. James Bach describes how test strategy is organized around risk but is not defined before testing begins. Rather, it evolves alongside testing as we learn more about the product. We start with a vague idea of our strategy, organize it quickly, and document as needed in a concise way. In the end, the strategy can be as formal and detailed as you want it to be. In the beginning, though, we start small. If you want to focus on testing and not paperwork, this approach is for you.
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In this talk, Stuart will discuss a few ways you can take advantage of continuous delivery to make security a first class citizen of software engineering. Grounding the theory with real world experience, he’ll share a few stories of how other organisations have used these ideas to transform their delivery.
SPEAKER: Stuart Gunter
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Product Agility: 3 fundamentals from the trenches (Braga,PT)Pedro Teixeira
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