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TestDriven Machine Learning Justin Bozonier ~ Machine learning is the process of teaching machines to remember data patterns using them to predict future outcomes and offering choices that would appeal to individuals based on their past preferences The book begins with an introduction to testdriven machine learning and quantifying model quality
TestDriven Machine Learning eBook Justin ~ Machine learning is the process of teaching machines to remember data patterns using them to predict future outcomes and offering choices that would appeal to individuals based on their past preferences The book begins with an introduction to testdriven machine learning and quantifying model quality
TestDriven Machine Learning InfoQ ~ Detlef Nauck explains why the testing of data is essential as it not only drives the machine learning phase itself but it is paramount for producing reliable predictions after deployment
1 TestDriven Machine Learning Thoughtful Machine ~ Machine learning is a science and requires an objective approach to problems Just like the scientific method testdriven development can aid in solving a problem The reason that TDD and the scientific method are so similar is because of these three shared characteristics Both propose that the solution is logical and valid
TestDriven Machine Learning Book ~ Machine learning is applicable to a lot of what you do every day As a result you cant take forever to deliver your first iteration of software Learning to build machine learning algorithms within a controlled test framework will speed up your time to deliver quantify quality expectations with your clients and enable rapid iteration and collaboration
Machine Learning and TestDriven Development Towards ~ Granted that at this point machine learning cannot fully replace a programmer because rather than writing a program it is learning a large quantity of model parameters requiring many iterations to get it right Since the number of examples is limited the model is likely to overfit to these examples this is a danger for a human programmer
TestDriven Machine Learning Packt Publishing ~ Machine learning is applicable to a lot of what you do every day As a result you can’t take forever to deliver your first iteration of software Learning to build machine learning algorithms within a controlled test framework will speed up your time to deliver quantify quality expectations with your clients and enable rapid iteration and collaboration
Introducing Testdriven Machine Learning Packt Hub ~ In the context of machine learning tests can be written against functions methods classes mathematical implementations and the entire machine learning algorithms TDD can even be used to explore technique and methods in a very directed and focused manner much like you might use a REPL an interactive shell where you can try out snippets of code or the interactive I Python session
Thoughtful Machine Learning Learning ~ Machinelearning algorithms often have tests baked in but they can’t account for human errors in coding Rather than blindly rely on machine learning results as many researchers have you can mitigate the risk of
