Coursera Plus Annual is 40% Off — Ends July 13.

Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

Codecademy

Data and Programming Foundations for AI

via Codecademy Path

Go to class Write review
Simplilearn Ad

Lead AI Strategy with UCSB's Agentic AI Program — Microsoft Certified

Learn More → Boot.dev Ad

Stuck in Tutorial Hell? Learn Backend Dev the Right Way

Learn More →

Overview

Google, IBM & Meta Certificates – 40% Off
One plan covers every Professional Certificate on Coursera.
Unlock All Certificates
Learn the coding, data science, and math you need to get started as a Machine Learning or AI engineer. Includes **Python**, **Probability**, **Linear Algebra**, **Statistics**, **matplotlib**, **pandas**, and more.

Syllabus

  • Welcome to Machine Learning/AI Engineering Foundations
    • See what you will learn in Machine Learning/AI Engineering Foundations!
  • Principles of Data Literacy
    • Discover the world of data in this fully conceptual course where you will learn how to think about, visualize, and analyze data.
  • Python Fundamentals for ML/AI Engineers (Part I)
    • Build a foundation in programming with Python!
  • Python Fundamentals for ML/AI Engineers (Part II)
    • Continue building your Python Skills while applying them to real challenges including finding and working with real data.
  • Portfolio Project: U.S. Medical Insurance
    • Use your understanding of Python syntax to sort and analyze data about U.S. medical insurance costs!
  • Python Pandas for ML/AI Engineers
    • Learn how to use the Python pandas library and lambda functions.
  • Exploratory Data Analysis in Python
    • Learn about exploratory data analysis (EDA) techniques for Data Science
  • Math and Statistics for ML/AI Engineers
    • Learn the math and statistics behind many machine learning models
  • ML/AI Engineering Foundations : Final Portfolio
    • Show off your knowledge of ML/AI Engineering Foundations by developing your final portfolio project on a topic of your choice.

Reviews

Start your review of Data and Programming Foundations for AI

Go to class

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Sign up for free
Someone learning on their laptop while sitting on the floor.