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CBT Nuggets

Programming for Data Science

Learn Programming for Data Science with Python in this course by data science expert Jonathan Barrios. This training bridges the gap between basic coding and professional data analysis, focusing on the essential programming for data science skills required in today’s market. You'll learn to leverage Python for data science by mastering libraries like NumPy and Pandas for advanced data wrangling, and Matplotlib for data visualization. You'll walk through writing reusable code and object-oriented programming to automate the processing of unstructured data. For aspiring data scientists and analysts, this course provides the technical foundation you need to deliver valuable insights.

Updated April 2023

26Skills
155Videos
21h 25mTotal
155 videos21h 25m

Who This Course Is For

This Programming for Data Science training is considered associate-level Data Science training, which means it was designed for data analysts and data scientists. This data science skills course is designed for data analysts with three to five years of experience with data science.

Skills Your Team Will Gain

  • Writing reusable Python functions for data science
  • Writing Python code using object-oriented programming (OOP)
  • Wrangling data with Numpy and Pandas
  • Visualizing data with Matplotlib and Seaborn

Course Curriculum

  • Premium skill.Explore Data Science Domains and Roles56m
  • Premium skill.Access the Command Line for Data Science54m
  • Premium skill.Set Up a Data Science Development Environment45m
  • Premium skill.Explore Python Data Types for Data Science55m
  • Premium skill.Explore Strings and Sequences for Data Science45m
  • Premium skill.Explore Math Operators and LaTex for Data Science48m
  • Premium skill.Write Reusable Python Functions for Data Science58m
  • Premium skill.Write Loops to Automate Tasks for Data Science1h
  • Premium skill.Use Python Built-in Methods for Data Science54m
  • Premium skill.Write Code using OOP Concepts for Data Science60m
  • Premium skill.Wrangling Data with Pandas for Data Science52m
  • Premium skill.Work with Arrays and Numpy for Data Science47m
  • Premium skill.Visualizing Data with Matplotlib for Data Science44m
  • Premium skill.Visualize Data with Seaborn for Data Science46m
  • Premium skill.Explore Web Scraping Fundamentals for Data Science48m
  • Premium skill.Collect Web Data with Python and BeautifulSoup54m
  • Premium skill.Use Git and GitHub Repositories for Data Science45m
  • Premium skill.Analyze Core Data Structures for Data Science48m
  • Premium skill.Evaluate Complexity and Memory for Data Science44m
  • Premium skill.Apply Big O Notation Concepts for Data Science46m
  • Premium skill.Explore R Fundamentals for Data Science44m
  • Premium skill.Implement and Compare R Data Structures44m
  • Premium skill.Perform EDA with R and Python for Data Science47m
  • Premium skill.Explore AI Language Models and OpenAI's ChatGPT44m
  • Premium skill.Query OpenAI's Language Model API with Colab45m
  • Premium skill.Create AI Web Apps with OpenAI and Streamlit51m

Readiness check

Confirm prerequisite knowledge before training begins

A short placement assessment on the CBT Nuggets assessments platform measures whether a learner already has the foundation this course assumes. IT Directors use it to put the right people in the right training — and any learner can take it right now to make sure they'll get full value from day one.

  • Questions generated from this course's own lesson transcripts — what gets measured is exactly what gets taught
  • Instant, per-learner results that show whether the prerequisite foundation is in place
  • Results roll up into team readiness reporting, so training hours go where they change outcomes

Runs on assessments.cbtnuggets.com — sign in with an Adept account so results roll up into team readiness reporting. Need one? Create an Adept account.

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