Product Experimentation: AB Testing in R with Interview Prep
- Description
- Curriculum
- FAQ
- Reviews
Have you always wondered how companies like Google, Facebook, Amazon use experimentation to launch successful products?
Do you want to apply product experimentation at your start-up or your current role?
Or maybe you are interviewing for a role in big Tech and wondering how to succeed in those interviews?
With the rise of smartphones, Product testing has really come to the forefront. If you do a google search for Experimentation or A/B testing, you will come across thousands of blogs and articles that discuss this topic. Unfortunately, most of them are either full of inaccuracies and misinterpretation of mathematical concepts Or they are too difficult to understand. This is not surprising. A/B testing is a deep area – there are many nuances involved throughout the process from conceptualization & design all the way to implementation & analysis. This course addresses this. I have designed this course to go deep into important statistical concepts but in a way that is easy to understand using everyday examples.
In just two hours, you will learn –
-
What product experimentation is and how to do it right
-
What is A/B Testing, Multivariate Testing and Multi-armed Bandit Testing
-
What is the relevance of statistics in AB testing
-
What do statistical concepts such as confidence intervals, Type 1, Type 2 errors, p-value, statistical significance and statistical power mean And how do they fit in the big picture
-
And How to calculate sample size and duration for a successful A/B test
All these concepts will be reinforced with real world examples from companies such as Amazon, AirBnb, Square and Uber. I will also provide you with templates and cheat sheets that have really helped me in my career. In 2 hours, you can master product experimentation and immediately start applying it in your job or interviews . See you in the course!
-
2Welcome to the section!Video lesson
-
3IntroductionVideo lesson
In this tutorial we will understand at a high level what product experimentation is, we will go over 5 very interesting real world examples and we will see what we can test using product experimentation.
-
4Quiz!Quiz
-
5Types of ExperimentsVideo lesson
-
6Multi-armed Bandit TestingVideo lesson
-
7A/B Testing vs Multi-armed Bandit TestingVideo lesson
-
8Quiz!Quiz
-
9Process of TestingVideo lesson
-
10Hypothesis GenerationText lesson
-
11Welcome to the section!Video lesson
-
12Importance of Statistics in A/B TestingVideo lesson
-
13Sampling ErrorVideo lesson
-
14Confidence IntervalsVideo lesson
-
15Null Hypothesis & Statistical SignificanceVideo lesson
-
16Quiz!Quiz
-
17Type 1 & Type 2 ErrorsVideo lesson
-
18Statistical Significance & p-valueVideo lesson
-
19Statistical PowerVideo lesson
-
20AB Testing Statistics Cheat SheetText lesson
External Links May Contain Affiliate Links read more