Data Processing with Python (February 8 Early)

Master using Python for data munging, processing, visualization and exploratory data analysis.

COURSE STARTS

February 8

MEETING TIME

Tuesdays, 12:00PM EST
Thursdays, 12:00PM EST

STUDENT RATING

5.0

What will I learn?

  • Get hands-on experience with data processing and analysis using Python.
  • Learn how to translate everything you do in Excel into Python code.
  • Perform advanced data transformations using Python.
  • Learn how to do time series analysis in Python.
  • Master building insightful visualizations of your data.
  • Learn the ins and outs of the Pandas and Numpy libraries.

Course Curriculum

SESSION 1

Numpy Fundamentals

Learn the fundamentals of ndarrays and how to perform operations with them.

SESSION 2

Pandas Fundamentals

Learn how to work with data using Pandas series and dataframes.

SESSION 3

Advanced Pandas I

Practice data cleaning, grouping and pivoting with Pandas.

SESSION 4

Advanced Pandas II

Learn how to aggregate data and how to automate your analysis.

SESSION 5

Data Visualization with Pandas & Matplotlib

Learn how to create insightful data visualizations using Pandas and Matplotlib.

SESSION 6

Mini-Project

With your instructor's guidance, use what you've learned in this class to build an end-to-end data analysis workflow.

Live, Online, Instructor-Led

Learn face-to-face in live online sessions with your instructor and peers from anywhere in the world.

Hands On

All our trainings involve in-class, hands on practice that is relevant to your team's goals. At the end of the training, your team will be ready to hit the ground running.

Elite Instructors

Learn from an elite team of industry experts who have taught at universities such as Harvard, and have trained teams at companies such as ANZ Bank.

Help When You Need It

Forget about the frustration of getting stuck while watching online videos. Our instructors are here to help in-between sessions, so you can have a smooth learning experience.

Get started now

Registration

$649

Your registration covers:

  • Access to all 6 live instructor-led sessions
  • Recordings of all 6 live sessions.
  • Practice problems and projects with solutions.
  • Comprehensive resources.
  • Personalized feedback and support.

Course Syllabus

1. INTRODUCTION TO NUMPY

  • The ndarray class
  • Indexing
  • Operations on ndarrays

 

2. INTRODUCTION TO PANDAS

  • Pandas Series
  • Pandas DataFrame
  • Loading data into Pandas
  • Pandas indices and selecting and slicing data
  • Adding and dropping data
  • Filtering data
  • Combining multiple DataFrames
  • Sorting DataFrames
  • Dealing with missing values

 

3. ADVANCED PANDAS

  • Data transformations and function applications
  • String operations and transformations
  • Aggregating data by groups
  • Automating and repeating data analysis
  • Exporting DataFrames
  • Pandas best practices
  • Handling time series data

 

4. DATA VISUALIZATION

  • Line graphs
  • Bar graphs
  • Scatter plots
  • Heat-maps
  • Exporting plots

 

5. CAPSTONE PROJECT

Frequently Asked Questions

Have a question?

Contact us any time, we’d love to hear from you!