Using Data Science Tools in Python

Description

In this course, you will use various Python tools to load, analyze, manipulate, and visualize business data.

 

You will:

  • Set up a Python data science environment.
  • Manage and analyze data with NumPy arrays.
  • Manipulate and modify data with NumPy arrays.
  • Manage and analyze data with pandas DataFrames.
  • Manipulate, modify, and visualize data with pandas DataFrames.
  • Visualize data with Matplotlib and Seaborn.

Lesson 1: Setting Up a Python Data Science Environment

Topic A: Select Python Data Science Tools

Topic B: Install Python Using Anaconda

Topic C: Set Up an Environment Using Jupyter Notebook

 

Lesson 2: Managing and Analyzing Data with NumPy

Topic A: Create NumPy Arrays

Topic B: Load and Save NumPy Data

Topic C: Analyze Data in NumPy Arrays

 

Lesson 3: Transforming Data with NumPy

Topic A: Manipulate Data in NumPy Arrays

Topic B: Modify Data in NumPy Arrays

 

Lesson 4: Managing and Analyzing Data with pandas

Topic A: Create Series and DataFrames

Topic B: Load and Save pandas Data

Topic C: Analyze Data in DataFrames

Topic D: Slice and Filter Data in DataFrames

 

Lesson 5: Transforming and Visualizing Data with pandas

Topic A: Manipulate Data in DataFrames

Topic B: Modify Data in DataFrames

Topic C: Plot DataFrame Data

 

Lesson 6: Visualizing Data with Matplotlib and Seaborn

Topic A: Create and Save Simple Line Plots

Topic B: Create Subplots

Topic C: Create Common Types of Plots

Topic D: Format Plots

Topic E: Streamline Plotting with Seaborn

Similar courses

If you are someone with existing SQL or SQL Server knowledge (or someone highly versed in different data repositories), this is the Power BI course for you. This course is best for students with high PC skills and are experienced/comfortable with technology - if that isn't you, our one or two day Power BI classes might be a better fit for you.

More Information

This is a great class for an overview of Power BI/if Power BI isn't a central part of your job role.

More Information

Doing data analysis work is about more than learning a software program (Excel, Power BI, Tableau, etc.) - you need to understand the concepts and theory too. This one day course gets you up to speed (and can be useful either before or after your software classes).

More Information

Understanding DAX is critical for Power BI users. It is required that you are familiar with Power BI and (if attending virtually) that you have Power BI on the PC to be used for this training event in order to take this class

More Information

This is a great class for an overview of Power BI/if Power BI isn't a central part of your job role.

More Information

If you are someone with existing SQL or SQL Server knowledge (or someone highly versed in different data repositories), this is the Power BI course for you. This course is best for students with high PC skills and are experienced/comfortable with technology - if that isn't you, our one or two day Power BI classes might be a better fit for you.

More Information

Understanding DAX is critical for Power BI users. It is required that you are familiar with Power BI and (if attending virtually) that you have Power BI on the PC to be used for this training event in order to take this class.

More Information

If you are someone with existing SQL or SQL Server knowledge (or someone highly versed in different data repositories), this is the Power BI course for you.

More Information