Packt

Foundations of AI Engineering

Packt

Foundations of AI Engineering

Included with Coursera Plus

Gain insight into a topic and learn the fundamentals.
Beginner level

Recommended experience

1 week to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Beginner level

Recommended experience

1 week to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Learn Python programming, from basic syntax to advanced functions and file handling.

  • Master data science tools like NumPy and Pandas for data manipulation and analysis.

  • Gain an understanding of linear algebra, calculus, and probability for machine learning.

  • Apply statistical analysis techniques to real-world data through hands-on projects.

Details to know

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Recently updated!

February 2026

Assessments

6 assignments

Taught in English

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Build your subject-matter expertise

This course is part of the AI Engineering Masterclass: From Zero to AI Hero Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
  • Learn new concepts from industry experts
  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
  • Earn a shareable career certificate

There are 4 modules in this course

In this module, we will introduce you to the fundamental concepts of Python programming, including development setup and basic syntax. You will explore control flow, functions, and data structures while applying your knowledge in hands-on projects. By the end, you'll be ready to write efficient, Pythonic code.

What's included

8 videos2 readings1 assignment

In this module, we will cover the essential tools for data science, from NumPy for numerical operations to Pandas for data manipulation. You'll also gain skills in data visualization and work on an EDA project, applying your knowledge to extract insights from real-world datasets.

What's included

8 videos1 assignment

In this module, we will dive into the mathematics behind machine learning, starting with linear algebra and advancing to calculus concepts. You’ll understand the mathematical foundation needed for building and optimizing machine learning models, while applying this knowledge to create your own linear regression model.

What's included

8 videos1 assignment

In this module, we will explore the critical concepts of probability and statistics used in machine learning. From probability theory to hypothesis testing, you will gain the tools needed to analyze and interpret data. The module also includes a hands-on project to apply these concepts to real-world data.

What's included

8 videos1 reading3 assignments

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Instructor

Packt - Course Instructors
Packt
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