Survival Analysis: Predicting Time to Event in real world applications

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Section 1: Introduction to Survival Analysis

  1. What is Survival Analysis?
  2. Download Resources
  3. Real world applications of survival analysis
  4. When to use Survival Analysis?
  5. Math Intution - Survival and Hazard function
  6. Types of Censored Data

Section 2: Computing Survival and Hazard functions from scratch

  1. Import Data Set
  2. Probability Mass Function (PMF)
  3. Cumulative Density Function (CDF)
  4. Implementing Survival Function
  5. Implementing Hazard Function

Section 3: Kaplan Meier Estimation from scratch

  1. Data Understanding and plot lifelines
  2. Estimating survival times
  3. Estimating the hazard function
  4. Reverse engineering the hazard function

Section 4: Kaplan-Meier using lifelines

  1. Estimating Kaplan-Meler using lifelines
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