Data Science with Python

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Data analysis is just getting started. There's no limit to the amount of data available and more companies are now interested in data analysis.For you, it's important to understand the concepts of data analysis and then, through practice, build a good command on working with different datasets.If you are feeling confident enough after finishing this book, you can move towards data science. It's much more complex, contains more abstract concepts, there's more mathematics involved, and it's easier to get lost.The more difficult the field, the higher the rewards. That's why data science is one of the most promising careers today.Data science is a role that is taking up a lot of space for many businesses.There is a wealth of information out there that they are able to use for their own advantage, but they just need to know where to gather it, and how to analyze all of that data for their own needs.Sometimes, this is going to be a process that takes a lot of time and effort and can be hard to keep up with and ensure that we are doing it in the right manner.Data science is the process of gathering, organizing and cleaning, analyzing, and then visualizing data so that we can use that information to make smart business decisions.It is becoming more and more important to a lot of businesses, and it is likely that this will take over as one of the main forms of making big decisions in the future.With that in mind, let's take some time to look more in-depth at data science and how businesses are using it for their own needs.Many businesses, no matter what kind of industry they conduct business in, will find that working with data science is one of the best options for them. Data science can help them to really learn about their industry, and even gain a leg up on the competition. Many of the companies out there are going to already collect a lot of data and information about things like the competition, the industry, and their customers, and data science is going to help them to see what insights and information are inside of that data and use it for their advantage.There are many times when bringing out data science is going to be beneficial, and it will be able to propel your business forward more than anything else can do. When we can focus on the data and the process of analyzing it and seeing what good insights and predictions are inside, we will be able to make accurate decisions that will help us to make a big difference. Companies who have been able to implement a successful data science project from beginning to end are the ones who are doing the best overall in their respective industries.This book gives a comprehensive guide on the following:What is data science?Basics of pythonThe best python libraries for data scienceData science and applicationsThe lifecycle of data scienceProbability, statistics and data typesMost common data science problemsComparison of python with other languagesData cleaning and preparationData visualization... AND MORE!!!