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LIME stands for Local Interpretable Model Agnostic Explanations. Lime is one of the techniques of visualization that helps to explain individual predictions with model interpretability. Now, let's look what LIME means.. Local surrogate models are interpretable models used to explain individual predictions of black box models in machine

Model interpretability is becoming a progressively appreciated aspect. Though, when handling large models with complex relationships, interpretation is always a tedious task but is a very important part. PDP is a part of Interpretability which can be put on Supervised and Unsupervised Learning problems. Partial dependence plots show how each

SHAP stands for SHapley Additive exPlanations. It uses Shapley values as its core to explain individual predictions. Shapley values come from Game Theory where each feature present in the data is the player in the game and the final reward is the prediction that is made.

Nowadays we are able to solve various problems using AI. We have built a model that can predict the price of a house in an area, a model which can predict the team that is most likely to win the IPL using data, and predict who will qualify for NFL

In this post, we will showcase one more Feature importance based on the Logistic regression model. If I say one more there must be an article previous to this i.e on shap feature importance if you have not gone through it here is the link. let's take

What is chatbot? A software or computer program that simulates human conversation. Chatbot testing is necessary to make sure that an effective and efficient chatbot is deployed. Testing experts analyze if all the necessary features are implemented correctly or not, and make sure they can appropriately answer each user'

Recently the European Union (EU) through the High-Level Expert Group on Artificial Intelligence (AI-HLEG) and the General Data Protection Regulation (GDPR) has recently posed an interesting challenge to the AI  community, by demanding a more user-centered approach to explaining Automated Decision-Making systems (ADMs) using explainable AI(XAI) XAI is a