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Learn AI Fundamentals

Learn Python, NumPy, pandas, Matplotlib, PyTorch, Calculus, and Linear Algebra—the foundations for building your own neural network.

Suitable for everyone
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Affiliate disclosure: if you enroll through links on this page, the course provider may pay us a commission. This comes at no extra cost to you and does not influence how we describe courses.

What You'll Learn in This Course

Master key concepts and practical skills through structured learning modules. By completing this curriculum, you'll gain valuable expertise applicable to real-world scenarios.

Learning Outcome 1

Learn the essential foundations of AI: the programming tools (Python, NumPy, PyTorch), the math (calculus and linear algebra), and the key techniques of neural networks (gradient descent and backpropagation).

Learning Outcome 2

Learn the essential foundations of AI: the programming tools, the math, and the key techniques.

Learning Outcome 3

Formal prerequisites include basic knowledge of algebra, and basic programming in any language.See detailed requirements.

Skills You'll Develop

This comprehensive Learn AI Fundamentals curriculum is designed to take you from foundational concepts to advanced implementation. Each module builds upon the previous, ensuring a structured learning path that maximizes knowledge retention and practical application.

Hands-on LearningPractical ExercisesReal-World ProjectsIndustry Best Practices

Course Requirements & Target Audience

Understand what you need to succeed in this course and determine if it's the right fit for your learning goals

Prerequisites & Requirements

What you need before starting this Learn AI Fundamentals course:

  • AI-powered increases in safety, productivity, and efficiency are already improving our world, and the best is yet to come! As it becomes increasingly evident how impactful AI can be, demand for employees with AI skills increases—demand is in fact already skyrocketing.
  • The AI Programming with Python Nanodegree program makes it easy to learn the in-demand skills employers are looking for. You’ll learn foundational AI programming tools (Python, NumPy, PyTorch) and the essential math skills (linear algebra and calculus) that will enable you to start building your own AI applications in just three months.
  • Whether you’re seeking a full-time role in an AI-related field, want to start applying AI solutions in your current role, or simply want to start learning the defining technology of our time, this is the perfect place to get started.
  • While this is an introductory course that is not designed to prepare you for a specific job, after completing this program, you should be proficient in the skills used in the AI Industry, including but not limited to Python, machine learning, etc. If you wish to prepare for a full-time AI-related career, we recommend enrolling in our Machine Learning Engineer Nanodegree program next.

Who This Course Is For

This course is perfect for:

  • Motivated learners at any level
  • Self-paced students
  • Anyone interested in the subject

This course might not be suitable if:

  • • You're looking for a quick tutorial rather than comprehensive learning
  • • You prefer learning without structured curriculum
  • • You need highly specialized or niche content

Course Information & Details

Everything you need to know about this online course, from duration to certification

Subject Category

AI, Computer Science

Part of our AI, Computer Science curriculum

Course Language

English

All materials in English

Start Your Learning Journey Today

This online course offers comprehensive training with expert instruction, practical exercises, and a certificate of completion. Join thousands of students advancing their careers through quality online education.

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Course Enrollment

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Comprehensive Program

Professional training from $399

Pricing may vary. Check the course provider for current promotions and exact pricing.

What's Included

  • Introduction to Python
  • Start coding with Python, drawing upon libraries and automation scripts to solve complex problems quickly.
  • Use a Pre-trained Image Classifier to Identify Dog Breeds
  • Jupyter Notebooks, NumPy, Anaconda, pandas, and Matplotlib
  • Learn how to use all the key tools for working with data in Python: Jupyter Notebooks, NumPy, Anaconda, pandas, and Matplotlib.
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Affiliate disclosure: if you enroll through links on this page, the course provider may pay us a commission. This comes at no extra cost to you and does not influence how we describe courses.

  • ✓Instant access after enrollment
  • ✓Learn at your own pace
  • ✓Direct enrollment with Udacity

Where this course fits

Wider context: the fields we cover, the glossary and certification exams, all written by us rather than pulled from a provider feed.