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Python Fundamentals for Data Science (TTPS4874) is a 3-day, instructor-led training course from IT Dojo covering Python programming for scientific computing, data analysis, and visualization. It is delivered live online or on-site for U.S. federal government, DoD, and corporate teams, employer sponsored.

Course Duration

3 Days

Audience

Employees of federal, state and local governments; and businesses working with the government.

Prerequisites

Familiarity with basic scripting skills is recommended, as this course does not teach general scripting basics from the ground up.

Course Description

Geared for scientists and engineers with limited practical programming background or experience, Python Fundamentals for Data Science is a hands-on introductory-level course that provides a ramp-up to using Python for scientific and mathematical computing. Working in a hands-on learning environment, you will learn basic Python scripting skills and concepts, as well as the most important Python modules for working with data, from arrays to statistics to plotting results. Throughout the course, guided by an expert instructor, you will gain a robust skill set that equips you to make data-driven decisions and elevate operational efficiencies within your organization. You will explore data manipulation with Pandas, advanced data visualization using Matplotlib, and numerical analysis with NumPy. You will also delve into best practices for error and exception handling, modular programming techniques, virtual environments, and automated workflow development, equipping you with the skill set to enhance both the effectiveness and efficiency of your data-driven projects.

Learning Objectives

  • Understand basic Python scripting and essential data modules.
  • Implement data manipulation techniques using Pandas.
  • Create advanced data visualizations using Matplotlib.
  • Perform numerical analysis with NumPy and SciPy.
  • Develop error-resilient, modular Python programs.

Course Outline

Python Foundations
  • Getting started with the Python environment, interpreter, scripts, and IDEs.
  • Variables, values, string and numeric data, and type conversion.
  • Flow control, array types, and working with files.
  • Dictionaries and sets.
Functions, Modules, and Environments
  • Functions, parameters, scoping, and documentation best practices.
  • Creating and importing modules; organizing modules into packages.
  • Virtual environments: creating, activating, and replicating.
  • Exception handling, logging, and an introduction to Python classes.
Working with Data Files
  • Excel spreadsheets with the openpyxl module.
  • Serializing data with ElementTree (XML), JSON, and CSV.
  • Reading, parsing, and writing structured data.
iPython, Jupyter, and NumPy
  • iPython features and magic commands; configuration.
  • Creating and managing Jupyter notebooks with JupyterLab.
  • NumPy basics: creating arrays, indexing, slicing, and transforming data.
  • Large number sets and a SciPy overview.
Pandas and Data Visualization
  • Pandas overview: Series, DataFrames, reading and writing data.
  • Data summaries, alignment, reshaping, selecting, and indexing.
  • Merging and joining data sets.
  • Plotting with Matplotlib: basic and commonly used plots, advanced usage, and exporting images.

Frequently Asked Questions

What does the Python Fundamentals for Data Science (TTPS4874) course cover?

This course covers Python programming for scientific computing, data analysis, and visualization. IT Dojo delivers it as live instructor-led training with an emphasis on practical skills for government and DoD professionals.

How long is IT Dojo's Python Fundamentals for Data Science (TTPS4874) training?

IT Dojo's Python Fundamentals for Data Science (TTPS4874) training is 3 Days. It is available as live remote online instruction or on-site at your facility. All sessions are instructor-led with small class sizes to ensure individual attention.

Do I need prior Python experience?

Familiarity with basic scripting concepts is recommended, since this course focuses on applying Python to data work rather than teaching general scripting from scratch. If your team is brand new to Python, IT Dojo can recommend Introduction to Python Programming Basics (TTPS4800) as a lead-in.

Is this course available as live remote online training?

Yes. IT Dojo offers Python Fundamentals for Data Science (TTPS4874) as live remote online training. A certified instructor leads the session in real time. Students interact via chat or microphone. Classes are kept small (typically no more than 16 students) to ensure engagement. On-site delivery at your government facility or contractor location is also available.

Does IT Dojo offer this training on-site at government or DoD facilities?

Yes. IT Dojo delivers Python Fundamentals for Data Science (TTPS4874) on-site at government agencies, DoD commands, military installations, and contractor facilities. On-site training is ideal for teams of four or more and can be customized to your organization's specific environment and mission requirements. Contact IT Dojo to schedule.

How do I register for this course?

IT Dojo training is employer sponsored. Your organization registers and pays for seats. To schedule Python Fundamentals for Data Science (TTPS4874) for your team, contact IT Dojo via the Request Training form or call 757-216-3656. IT Dojo will work with your contracting officer, training coordinator, or program office to set up the course.

Official Certification & Standards Resources

Authoritative references for Python Fundamentals for Data Science (TTPS4874) from the certifying bodies and federal standards that govern this training:

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We work with Government Agencies, Military, government contractors, and corporate clients. As much as we would love to, our business model does not include working with the general public.