October 2023
Beginner
516 pages
12h 12m
English
Content preview from The Statistics and Machine Learning with R Workshop
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10
Probability Basics
Probability distribution is an essential concept in statistics and machine learning. It describes the underlying distribution that governs the generation of potential outcomes or events in an experiment or random process. There are different types of probability distributions, depending on the specific domain and characteristics of the data. A proper probability distribution is a useful tool in understanding and modeling the behavior of random processes and events, providing convenient tools for decision-making and predictions when developing data-driven predictive and optimization models.
By the end of this chapter, you will understand the common probability distributions and their parameters. You will also be able to ...
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I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.