Publisher's Synopsis
Are you ready to get the tools to get this process done and to benefit today?
Then this is the guidebook for you!
In this guidebook, we are going to spend some time exploring the basics of data science, and how we can go through each of the steps to get this process to work for you. From exploring the raw data to data munging, data mining, data preprocessing, and data visualization, you will be able to get started on your own data analysis and making the right business decisions for your needs.
In addition, we are going to take this a bit further and explore how we can add Python, and some of the machine learning algorithms that come with Python, in order to take all of those other steps and actually analyze the data. We will take a look at some of the best Python libraries to get the work done, how to work with a few regression situations, and even how to create our own neural network to put it all together!
Working with a data science project with the help of Python can be complex, and may take some time, but the effort is really worth it, in this guidebook we will explore the various steps that you need to take to make this happen, including some of the following topics:
- How data science and data analysis will change in the future.
- The importance of working with some of the raw data that we need to collect.
- The process of data munging and data mining.
- A look at how data preprocessing works and how it can help us to organize our data and keep things in order.
- How to work with logistic and linear regression in Python.
- Some of the more advanced Python libraries to help you get your data science project done.
- The importance of unstructured data and how you can handle it with text mining.
- How to manage your files in Python.
- The importance of visualizations in data science.
- Using the Python language to create your own neural network and getting your project done quickly.
There is so much that we are able to do when it comes to data science, and when we add in some of the libraries and functionalities that come with the Python language, it is even easier to work with. When your business is ready to benefit from Python data science, make sure to check out this guidebook to help you get started.
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