Table of Contents
Is probability and statistics important for data science?
Probability and Statistics form the basis of Data Science. Estimates and predictions form an important part of Data science. With the help of statistical methods, we make estimates for the further analysis. Thus, statistical methods are largely dependent on the theory of probability.
Why is probability useful for scientists?
Probabilities are probably often best used just to help identify specific issues where further real experiment are more likely to be useful. But even very good experimental science like Gregor Mendel’s in genetics can have significant statistical problems as R.A.Fisher and others showed.
Is statistics a good book for beginners in data science?
Statistics is a very broad field, and only part of it is relevant to data science. This book is extremely good at only covering the areas related to data science. So if you are looking for a book that will quickly give you just enough understanding to be able to practice data science then this book is definitely the one to choose.
Is head first statistics a good book to learn statistics?
Statistics is a mandatory tool for every data scientist — no arguing there. At the same time, your formal education on statistics might have sucked, or it never existed. That doesn’t mean you can’t learn the topic, it will just require more manual work. And that’s where books like Head First Statistics come in handy.
What are the prerequisites to learn data science?
Everybody and their mother wants to learn data science. The field is quite interesting — I have to admit — but comes with a lot of prerequisites. The most important one is statistics — both descriptive and inferential, alongside with the probability theory.
What is the difference between statistics and probability?
Statistics is about the data and the numbers that are used to analyze the large survey reports, whereas probability is used to calculate the ratio of favorable events to the overall events of the possible causes.
https://www.youtube.com/watch?v=i2m3BZGNeA8