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The Ultimate Beginner's Guide to AI and Machine Learning

The Ultimate Beginner's Guide to AI and Machine Learning is a beginner-level online course from Udemy in Machine Learning. It is structured in 20 modules with 8 stated learning outcomes. It is free to enrol, and a certificate is available on completion. Learners rate it 4.2/5 from 2.7K ratings on Udemy, with 14.9K enrolled.

Part of our Machine Learning courses collection, where we compare it against 20 other courses.

★★★★★4.2(2.7K reviews) 14.9K learners English

Course highlights

Provider Udemy
Level Beginner
Mode Self-paced
Language English
Certificate Yes — shareable certificate
Rating 4.2★ (2.7K reviews)
Learners 14.9K
Price Free Free

What you’ll learn

Demonstrate a solid understanding of the difference between AI, Machine Learning and Deep Learning.
Clearly articulate why Large Language Models like ChatGPT and Bard are NOT intelligent.
Articulate the difference between Supervised, Unsupervised, and Reinforcement Machine Learning.
Explain the concept of machine learning and its relation to AI.
Define artificial intelligence (AI) and differentiate it from human intelligence.
Describe what Artificial Intelligence is, and what it is not.
Explain what types of sophisticated software systems are not AI systems.
Describe how Machine Learning is different to the classical software development approach.

Level and time commitment

Udemy lists this course at Beginner level.
No prior experience in the subject is assumed — this is where the provider expects a newcomer to start.

Skills you’ll gain

Thing

What this course covers

20 modules

The 20-part outline Udemy publishes for this course.

Module 1 · AI and Machine Learning for Beginners
Module 2 · What is Artificial Intelligence?
Module 3 · What is Machine Learning?
Module 4 · Deep Learning and Neural Networks
Module 5 · Artificial Intelligence Insights and Fundamentals
Module 6 · AI Applied to Business: Recommenders in eCommerce, Loyalty and other settings.
Module 7 · Bonus: Ecosystem.ai & X-idian Webinar- Personalized Rewards & Loyalty Programmes
Module 8 · Introducing the next part of this course: Practical AI with Model Builder.
Module 9 · Visual Studio and Model Builder
Module 10 · Model Builder and the Machine Learning Process
Module 11 · Machine Learning Demo with Model Builder
Module 12 · Introduction to AI and Leveraging it in Cybersecurity
Module 13 · Introduction to the Transformer Architecture and Large Language Models(LLMs)
Module 14 · LLM Limits and Output Variability
Module 15 · Introducing Text Embeddings and Vectors
Module 16 · Test your knowledge now to achieve your goals!
Module 17 · Featurized Representation and 3D Representations
Module 18 · Word Math and Higher Dimensions
Module 19 · Web Search and Intro to the Code
Module 20 · Code-Walkthrough

What learners rate it

4.2
★★★★★
2.7K ratings

Rated 4.2/5 by 2.7K learners on Udemy (checked 25 Aug 2026).

This rating is collected by Udemy from its own enrolled learners. We reproduce it as reported and do not accept paid or incentivised reviews. See it on Udemy →

How this page is put together

Compiled by the 10courses editorial desk. Fees, ratings, duration and certificate details for the 1 course shown are read directly from Udemy course pages — we never estimate a price or a rating. Last verified 25 August 2026.

How we compare and rank courses · Our review policy · Affiliate disclosure

Compare with alternatives

Same topic, different trade-offs — here's who runs each one and what it's best at.

Course Provider Rating Price Duration Why pick this one
The Ultimate Beginner's Guide to AI and Machine Learning This Udemy 4.2★ Free Free — and still gives a certificate
Machine Learning Coursera 4.9★ Check price 2 months Highest rated (4.9★ from 39.2K reviews)
Machine Learning with Python Coursera 4.7★ Check price 20h 26m Quickest to finish (20h 26m)
Machine Learning: Classification Coursera 4.7★ Check price 21h 25m Beginner-friendly · 21h 25m
See all Machine Learning courses →

Where Machine Learning leads

Roles we map to Machine Learning on 10courses. This is our own mapping of subject to job, not a placement claim by Udemy.

Data Scientist

Browse every course we track for one of these — courses for data scientists.

Common questions

Is The Ultimate Beginner's Guide to AI and Machine Learning free?

Yes. Udemy lists it as free to enrol. A certificate is available on completion — providers often charge separately for the certificate even when the course itself is free, so check the fee on the provider page before you count on it.

Does The Ultimate Beginner's Guide to AI and Machine Learning come with a certificate?

Yes — Udemy lists a certificate on completion. It is a course certificate, not a formal qualification or university credit.

Is The Ultimate Beginner's Guide to AI and Machine Learning suitable for beginners?

Yes. Udemy lists it at Beginner level, so no prior experience in the subject is assumed.

What does The Ultimate Beginner's Guide to AI and Machine Learning cover?

It is organised into 20 modules, starting with AI and Machine Learning for Beginners and going on to What is Artificial Intelligence?, What is Machine Learning?, Deep Learning and Neural Networks, Artificial Intelligence Insights and Fundamentals, among others. The full outline is on this page.