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Machine Learning Accurately Predicts Biologic Discontinuation in Psoriasis

Long-term treatment of psoriasis with biologic agents is associated with a gradual decreased efficacy, leading to discontinuation in many patients. ....

United States , Journal Of The American Academy Dermatology , American Academy , Psoriasis Area Severity Index , Dermatology Life Quality Index , Generalized Linear Model , Naive Bayes , Deep Learning , Decision Tree , Random Forest , Gradient Boosted , Gradient Boosted Trees ,

Cheshta Dhingra – Medium

An intuitive visual guide to a powerful ML algorithm applied to predict voting patterns among the US States.
Have you ever wondered why certain states tend to vote Republican while others vote Democrat? Is there a way to predict which way a state will vote in any given year? Letâs say we want to predict whether a state is
âredâ or
âblueâ based on a few variables that we observe about it. To do this, weâll use Decision Trees.
Red and Blue Map, 2016; Image from Wikipedia
Decision trees are both a classification and regression supervised learning model used to predict the value of a target variable (Y) using information from several input variables (Xs). ....

Visual Guide , Machine Learning , Gradient Boosted , Random Forests , Decision Trees , காட்சி வழிகாட்டி , இயந்திரம் கற்றல் , சாய்வு அதிகரித்தது , சீரற்ற காடுகள் , முடிவு மரங்கள் ,