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19.10.2021 This book is about making machine learning models and their decisions interpretable After exploring the concepts of interpretability you will learn about simple interpretable models such as decision trees decision rules and linear regression The focus of the book is on model agnostic methods for interpreting black box models such as feature importance and accumulated local effects and
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Click to chat9.2 Local Surrogate LIME Local surrogate models are interpretable models that are used to explain individual predictions of black box machine learning models Local interpretable model agnostic explanations LIME 49 is a paper in which the authors propose a concrete implementation of local surrogate models Surrogate models are trained to approximate the predictions of the underlying
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Click to chat08.07.2019 Building a GBM model Once you are done with exploring the data you can start building a predictive model that will be put into production Click on the Model tab and Flow pulls up a list of all the available algorithms.H2O supports a wide variety of algorithms right from GLM to GBM to AutoML to DeepLearning Here is the complete list
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Click to chatmachine 25 Such models generally have intractable likelihood functions and therefore require numerous approximations to the likelihood gradient These difficulties motivated the development of generative machines –models that do not explicitly represent the likelihood yet are able to gen erate samples from the desired distribution Generative stochastic networks 4 are an example
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Click to chatThey boost predictive models with accuracy ease in interpretation and stability The tools are also effective in fitting non linear relationships since they can solve data fitting challenges such as regression and classifications Summary Decision trees are used for handling non linear data sets effectively The decision tree tool is used in real life in many areas such as engineering
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