SkillShare - Data Science and Business Analytics with Python
English | Tutorial | Size: 3.09 GB
Python has become the lingua franca of data science and is, therefore, the topic of this class. This class assumes Python knowledge if you'd prefer a high-level introduction without programming application to data science I have another class: The No-Code Data Science Master Class.
Programming can be intimidating, however, Python excels due to its readability and being freely available for all platforms including Linux, Mac and Windows. This class will assume some prior knowledge of Python syntax, but to establish a common learning environment some of the basics will be covered. We will cover the full data science workflow including:
Loading data from files (e.g. Excel tables) and databases (e.g. SQL servers)
Data cleaning
Exploratory data analysis
Machine learning
Model validation and churn analysis
Data visualization and report generation
In this class, we will use freely and openly available Python libraries including: Jupyter, NumPy, SciPy, Pandas, MatPlotLib, Seaborn, and Scikit-Learn and you will also learn how to quickly learn new libraries.
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