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Foundations of AI (Udemy.com)

Core Concepts in Machine Learning, Deep Learning, Prompting, and RAG

Created by: Vivek Khattri

Last updated November 2025

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What you will learn

  • Explain the core concepts of Artificial Intelligence, Machine Learning, Deep Learning, and Large Language Models and describe how they differ from traditional s
  • Analyze how Large Language Models generate text by understanding tokens, probability-based prediction, common limitations, and factors that contribute to halluc
  • Apply practical prompting techniques such as structured prompts, examples, and step-by-step reasoning to produce clearer and more reliable outputs from AI tools
  • Describe the components of Retrieval Augmented Generation including chunking, embeddings, and vector stores and evaluate when RAG systems are needed to provide

How it compares

Against the other 1,182 rated Udemy courses in IT & Software on CourseDuck:

  • Rating4.6 out of 5higher than 67% of them
  • Reviews24#1,171 of 1,183 by number of reviews
  • Length1.8 hoursshorter than 87% of them
  • Last updatedNovember 2025more recently than 59% of them

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Course Description

Foundations of AI is a beginner-friendly and practical course that helps non-technical professionals understand how modern artificial intelligence works and how to use it confidently in real-world settings. The course is designed for people in roles such as product management, business analysis, project coordination, and other positions that work alongside technical teams. Each concept is explained clearly so that learners gain a strong understanding without needing a background in math or programming.

You will begin by learning what artificial intelligence is and how it differs from traditional software. The course explains the basics of machine learning and deep learning in simple language and shows how these technologies power many tools used today. You will also learn how Large Language Models operate, how they generate text, and why they sometimes produce incorrect information. The course teaches practical prompting techniques that help you get more accurate and consistent results, including structured prompts, examples, and guided reasoning.

Next, you will explore Retrieval Augmented Generation, a technique that allows AI systems to use real-time or organization-specific information. You will learn how chunking, embeddings, and vector stores work together to create reliable and grounded answers. The course also covers common limitations, responsible use, and ways to avoid misleading outputs.

By the end of the course, you will understand the most important AI concepts, communicate more effectively with technical teams, and apply AI tools to improve productivity, research, decision making, and problem solving in your role.

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Instructor Details

Vivek Khattri

Come learn with more than 375,000 students from around the world!


Hi there, my name is Vivek Khattri

I am a seasoned professional with experience in AI, Business Analysis, Product Management, and Technology/Business Consulting in domains like IT, Financial Technology, Healthcare, e-commerce etc.

I am passionate about sharing our knowledge, expertise, and experience that I have gained from working in 10+ multinational companies and leading multiple startups. I believe learning and education should be made accessible to everyone & it should be fun.

I have 12+ years of experience working in roles like Product Manager, Product Director, Startup CEO. I've have spent over 1000+ hours in the teaching live classes and coaching folks to excel as in Product Owners, Product Manager and Project Manager roles. Very excited to serve you as an instructor, mentor, and guide in your career journey. 


Don’t hesitate to reach out and say hello!


Warmly,

Vivek Khattri 

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Reviews

4.6

24 ratings on Udemy

Select a bar to show only those reviews.Select the bar again to show every rating.

By Francesco D'Ercole on 6/18/2026

Good presentation of the general principles and basic terms of AI

By Swapnagandha Hawaldar on 5/20/2026

Many concepts central to AI e.g. RAG, types of prompts, fine-tuning of models, chunking have been explained in a very easy-to-understand manner. The course touches upon a lot of topics in a short 2-hour duration.

By G G on 5/9/2026

Excellent for a quick, high-level introduction

By Felipe Borja on 12/12/2025

Always good to check the fundamentals. Thanks!

By Priya K on 12/10/2025

Very clear and approachable course. The instructors Vivek and Eden explain complex concepts in a way that actually makes sense, without making you feel overwhelmed. I also liked how well-structured the lessons were and how easy it was to follow along, even with topics that usually feel intimidating. It’s a great course for beginners or anyone looking to build a solid understanding of AI.

By Rasu Neupane on 12/3/2025

Oh my gosh, this course is amazing. I needed to learn this course as I am actively applying to ML roles, I didn’t really expect much for the entire course was so easy to understand. I feel very much confidence going to my interviews now. Thanks again, this is beyond helpful.

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Read all 24 reviews on Udemy

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Overall Score : 92 / 100