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Python Programming Level 3: Data Science Techniques with NumPy and Pandas

Microsoft Gold Partner
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Fee:  $995

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Python Programming Level 3: Data Science Techniques with NumPy and Pandas Course Outline

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.

Students already familiar with Python programming.

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

Course Outline

1. Jupyter Notebook
Getting Started with Jupyter Notebook
Creating Your First Jupyter Notebook
Jupyter Notebook Modes
Useful Shortcut Keys
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


View outline in Word


Attend hands-on, instructor-led Python Programming Level 3: Data Science Techniques with NumPy and Pandas training classes at ONLC's more than 300 locations. Not near one of our locations? Attend these same live classes from your home/office PC via our Remote Classroom Instruction (RCI) technology.

For additional training options, check out our list of Python Courses and select the one that's right for you.


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