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IntroductionPrepared learning machine best machine learning course online models do not always reflect the real desire for the work being done.
Interpreting for models allows us to evaluate their decisions and obtain information that the purpose alone cannot.Interpretation takes many forms and can be difficult to explain; we first examine the general frameworks and sets of definitions in which the interpretation of a model can be analyzed and compared.Next, we analyze a few well-known examples of interpretation – LIME (Ribeiro et al.
We conclude by making some general statements about the sector by looking at these examples.
Desired features in certain situations can often be a domain- or a problem, and although many papers seek models that translate into different domains or applications, the machine learning models community does not have a cohesive framework to discuss what structures make a model definition and what we do.Hopefully, do with descriptive results.
In many cases, the intended function cannot accurately capture the real-world costs of model decisions.The costs associated with ethics or fairness are difficult to determine in the intended work, and researchers may be unaware or unable to anticipate these costs in advance.Interpretation is required if model metrics are inadequate.
Interpreting allows us to understand exactly what a learning model is, what other information a model can provide, and the reasons behind its decisions, and to consider all of this in the context of the real-world problem we are trying to solve.
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What is Machine Learning: is an Application of Artificial Intelligence (AI) it gives devices the ability to learn from their experiences and improve their self without doing any coding.https://www.greatlearning.in/blog/what-is-machine-learning/
