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Bayesian Machine Learning in Python: A/B Testing

by Lazy Programmer Inc. · Udemy

4.6
(5,500 reviews)
35K+ enrolled12 hoursUpdated 2024-07

What You'll Learn

Understand the fundamentals and key concepts of statistics
Apply statistics techniques to solve real-world problems
Understand the fundamentals and key concepts of Bayesian methods
Apply Bayesian methods techniques to solve real-world problems
Understand the fundamentals and key concepts of A/B testing
Apply A/B testing techniques to solve real-world problems

About This Course

Apply Bayesian statistics to A/B testing, including conjugate priors, Thompson sampling, and Bayesian neural networks.

Curriculum

Module 1: Statistics & Bayesian methods
6 lessons
  • Introduction to statistics
  • Statistics in Practice
  • Hands-on Exercise: Statistics
  • Introduction to Bayesian methods
  • Bayesian methods in Practice
  • Hands-on Exercise: Bayesian methods
Module 2: A/B testing & Machine learning
6 lessons
  • Introduction to A/B testing
  • A/B testing in Practice
  • Hands-on Exercise: A/B testing
  • Introduction to machine learning
  • Machine learning in Practice
  • Hands-on Exercise: Machine learning
Module 3: Python
3 lessons
  • Introduction to Python
  • Python in Practice
  • Hands-on Exercise: Python

Instructor

Lazy Programmer Inc.

Instructor at Udemy

4.6rating
35K+ students

Pros & Cons

Pros

  • Offers a certificate of completion
  • High-quality video lectures
  • Taught by Lazy Programmer Inc.
  • Well-structured curriculum

Cons

  • Requires paid subscription
  • Requires significant prior knowledge
  • Self-paced requires discipline