Survival Analysis: Predicting Time to Event in real world applications
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Section 1: Introduction to Survival Analysis
- What is Survival Analysis?
- Download Resources
- Real world applications of survival analysis
- When to use Survival Analysis?
- Math Intution - Survival and Hazard function
- Types of Censored Data
Section 2: Computing Survival and Hazard functions from scratch
- Import Data Set
- Probability Mass Function (PMF)
- Cumulative Density Function (CDF)
- Implementing Survival Function
- Implementing Hazard Function
Section 3: Kaplan Meier Estimation from scratch
- Data Understanding and plot lifelines
- Estimating survival times
- Estimating the hazard function
- Reverse engineering the hazard function
Section 4: Kaplan-Meier using lifelines
- Estimating Kaplan-Meler using lifelines