Data ยท Level 2

Introduction to Probability

Build a foundation in probability to better understand the likelihood of events.

Estimating Probabilities

Practice Estimating Probabilities

Simulating Outcomes

Practice Simulating Outcomes

The Past And The Future

Practice The Past And The Future

Changing Fortunes

Practice Changing Fortunes

Mutually Exclusive Events

Practice Mutually Exclusive Events

Combining Probabilities

Practice Combining Probabilities

Conditional Probability

Practice Conditional Probability

Total Probability

Practice Total Probability

Updating Predictions

Practice Updating Predictions

Dependence and Independence

Practice Dependence and Independence

Building Models

Practice Building Models

Tuning Models

Influence Probabilities

Simulation I

Updating the Influence Probabilities

Spreading False News

Twitter Bots

Using Tweet Features

A Simple Classifier


Course description

Answer real data questions using probability and simulation.


Topics covered

  • Estimating Probability
  • Rule of Sum
  • Rule of Product
  • Conditional Probability
  • Bayes' Rule
  • Dependence and Independence
  • Cumulative Probabilities
  • Probability Estimates
  • Updating Probabilities
  • Probability Simulation

Prerequisites and next steps

Use probability to represent and interpret data and events effectively. Decide how to work with dependent and independent events, apply Bayes' Rule to update probability estimates, and run simulations to better estimate outcomes.


Prerequisites

  • Mathematical Thinking

Up next

Data ยท Level 3

Predicting with Probability

Harness data to predict what lies ahead.

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