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Python Data Analysis with NumPy and Pandas

at ONLC Training Centers - Online

(7)
Course Details
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$995
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Description
Class Level: Beginner
Age Requirements: 18 and older
Average Class Size: 7

What you'll learn in this python class:

This is a rapid introduction to NumPy, pandas and matplotlib for experienced Python programmers who are new to those libraries. Students will learn to: use NumPy to work with arrays and matrices of numbers; work with pandas to analyze data; and work with matplotlib from within pandas.

Audience
  • Students already familiar with Python programming.
Prerequisites
  • Basic Python programming experience. In particular, you should be very comfortable with: working with strings, lists, tuples and dictionaries; loops and conditionals; and writing your own functions.
Course Outline

1. Jupyter Notebook
  • Getting Started with Jupyter Notebook
  • Creating Your First Jupyter Notebook
  • Jupyter Notebook Modes
  • Useful Shortcut Keys
  • Markdown
  • Magic Commands
  • Getting Help
2. NumPy
  • One-dimensional Arrays
  • Multi-dimensional Arrays
  • Getting Basic Information about an Array
  • NumPy Arrays Compared to Python Lists
  • Universal Functions
  • Modifying Parts of an Array
  • Adding a Row Vector to All Rows
  • Random Sampling
3. pandas
  • Series and DataFrames
  • Accessing Elements from a Series
  • Series Alignment
  • Comparing One Series with Another
  • Element-wise Operations
  • Creating a DataFrame from NumPy Array
  • Creating a DataFrame from Series
  • Creating a DataFrame from a CSVl
  • Getting Columns and Rows
  • Cleaning Data
  • Combining Row and Column Selection
  • Scalar Data: at[] and iat[]
  • Boolean Selection
  • Plotting with matplotlib

Remote Learning

This course is available for "remote" learning and will be available to anyone with access to an internet device with a microphone (this includes most models of computers, tablets). Classes will take place with a "Live" instructor at the date/times listed below.

Upon registration, the instructor will send along additional information about how to log-on and participate in the class.

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Refund Policy
Student cancellation requests made 14 calendar days or less before the class starts will be charged 100% of the course fee and are not entitled to a refund. The student has one (1) opportunity to use our Make-Up policy to have those funds applied to a later class date.
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School: ONLC Training Centers

ONLC Training Centers

ONLC Training Centers was founded in 1983 when Jim Palic and Andy Williamson left their positions as mainframe programmers with the Dupont Company to start one of the industry's first computer training companies.

Over thirty years and still growing, ONLC Training Centers is one of the the largest privately...

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