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YouTube

Applications of Modern Survival Modeling with Python

Open Data Science via YouTube

Overview

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Explore the applications of modern survival modeling using Python in this 44-minute conference talk. Gain insights into how survival models can be used to predict time-to-event scenarios across various domains, from churn prediction to hardware engineering. Learn the fundamental concepts of survival analysis, including censored data, duration matrices, and survival curves. Discover when to choose survival models over other methods and how to utilize popular Python tools like Lifelines, Scikit-survival, and Convoys. Understand the interpretation of model results for both prediction and decision-making purposes. Delve into machine learning perspectives on survival analysis and its growing importance in data science. Follow along as the speaker covers topics such as descriptive analysis using survival curves, causality testing, forecasting survival distributions, and predicting survival for specific subjects. Enhance your data science toolkit with this comprehensive overview of survival modeling techniques and their practical applications.

Syllabus

Intro
Are scooters good business?
Who is this guy? Why should I listen to him?
Context, part 1: the question How long will it take for some event to occur?
Context, part 2: the data
The big picture
Follow the data: event logs
Follow the data: from events to durations
Follow the data from durations to survival
What can I get from survival analysis?
Descriptive analysis: Survival curves
Descriptive analysis: cumulative incidence curves
Causality: testing differences between survival curves
Forecasting the survival distribution
Predicting survival for a specific subject
Key takeaways

Taught by

Open Data Science

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