Subconscious Musings

Advanced analytics - from Research Drive to the world
Advanced Analytics | Artificial Intelligence | Machine Learning
Ilknur Kaynar Kabul 0
Interpret model predictions with partial dependence and individual conditional expectation plots

Continuing our series on model interpretability, this post explains two methods for plotting variables that can give insight into how a model is working. Assessing a model`s accuracy usually is not enough for a data scientist who wants to know more about how a model is working. Often data scientists

Advanced Analytics | Artificial Intelligence | Machine Learning
Yue Qi 1
Recurrent neural networks: An essential tool for machine learning

Sequence models, especially recurrent neural network (RNN) and similar variants, have gained tremendous popularity over the last few years because of their unparalleled ability to handle unstructured sequential data. The reason these models are called “recurrent” is that they work with data that occurs in a sequence, such as text

Advanced Analytics | Artificial Intelligence | Machine Learning
Ilknur Kaynar Kabul 1
Interpretability is crucial for trusting AI and machine learning

As machine learning takes its place in many recent advances in science and technology, the interpretability of machine learning models grows in importance. We are surrounded with applications powered by machine learning, and we’re personally affected by the decisions made by machines more and more every day. From the mundane

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