HomeCoursesGenerative AI Essentials

Beginner

Updated this week

Generative AI Essentials

Discover AI fundamentals, history, models, and ethics in our generative AI course—gain the AI skills to innovate and lead in an AI-driven future.

Join 2.8M developers at

Overview

Content

Reviews

Generative AI transforms industries, drives innovation, and unlocks new possibilities across sectors. This course provides a deep understanding of generative AI models and their applications. You’ll start by exploring the fundamentals of generative AI and how these technologies offer groundbreaking solutions to contemporary challenges. You’ll delve into the building blocks, including the history of generative AI, language vectorization, and creating context with neuron-based models. As you progress, you’ll gain insights into foundation models and learn how pretraining, fine-tuning, and optimization lead to effective deployment. You’ll discover how large language models (LLMs) scale language capabilities and how vision and audio generation contribute to robust multimodal models. After completing this course, you can communicate effectively with AI agents by bridging static knowledge with dynamic context and discover prompts as tools to guide AI responses.

Generative AI transforms industries, drives innovation, and unlocks new possibilities across sectors. This course provides a dee...Show More

WHAT YOU'LL LEARN

An understanding of core concepts, foundational techniques, and innovative applications of generative AI

Proficiency in preprocessing text data and understanding the evolution of natural language processing (NLP)

The ability to use sequence models and attention mechanisms to build and understand context within language data

An understanding of the importance of foundation models and knowledge of different pretraining and fine-tuning paradigms

Practical knowledge of vision and audio generation to create comprehensive multimodal models

An understanding of the ethical considerations, regulations, and future trends in the development and systems of generative AI

An understanding of core concepts, foundational techniques, and innovative applications of generative AI

TAKEAWAY SKILLS

Generative AI

Natural Language Processing

Large Language Models (LLMs)

Content

33 Lessons9 Quizzes

Introduction to Generative AI

2 Lessons

Explore the fundamentals and applications of generative AI for innovative solutions.

Why Learn Generative AI?

What Is Generative AI?

Building Blocks of Generative AI

10 Lessons

Explore the evolution and techniques of generative AI and modern NLP.

Text Preprocessing Essentials

The Emergence of NLP

Vectorizing Language

Building Context with Neurons

Reconstructing Context with Sequence Models

Learning Phrase Representations Using Encoder-Decoder

Emergence of Generative AI

Attention Is All You Need

Bidirectional Transformers for Language Understanding

Improving Language Understanding by Generative Pretraining

Foundation Models

11 Lessons

Explore foundation models, pretraining, optimization, and multimodal capabilities in generative AI.

Generating New Music with Artificial Intelligence

Project

Premium

Intelligent Interaction with GenAI

3 Lessons

Master effective AI communication, dynamic knowledge integration, and autonomous agent capabilities.

Practical Applications and Case Studies

5 Lessons

Explore the transformative applications of generative AI across various media formats.

Future of Generative AI and Wrap Up

2 Lessons

Explore the transformative potential and ethical considerations of generative AI advancements.

Certificate of Completion

Showcase your accomplishment by sharing your certificate of completion.

Developed by MAANG Engineers

Every Educative lesson is designed by a team of ex-MAANG software engineers and PhD computer science educators, and developed in consultation with developers and data scientists working at Meta, Google, and more. Our mission is to get you hands-on with the necessary skills to stay ahead in a constantly changing industry. No video, no fluff. Just interactive, project-based learning with personalized feedback that adapts to your goals and experience.

Trusted by 2.8 million developers working at companies

"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"

Anthony Walker

@_webarchitect_

"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"

Evan Dunbar

ML Engineer

"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."

Software Developer

Carlos Matias La Borde

"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"

Souvik Kundu

Front-end Developer

"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."

Vinay Krishnaiah

Software Developer

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Personalized Interview Prep

Skip the LeetCode grind with a custom roadmap that adapts to your goals. Hands-on practice for Coding Interviews, System Design, and more.

Mock Interviews

Test your skills in a simulated interview setting. Receive personalized feedback based on your performance. Available for Coding Interviews, System Design, and more.

AI Prompt

Build prompt engineering skills. Practice implementing AI-informed solutions.

Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

Free Resources

FOR TEAMS

Interested in this course for your business or team?

Unlock this course (and 1,000+ more) for your entire org with DevPath

Frequently Asked Questions

What are the core concepts of generative AI?

Core concepts of generative AI involve neural networks, adversarial training (GANs), variational inference (VAEs), and the ability of models to learn and generate data that resembles the training data distribution.

What is generative AI?

Generative AI refers to a class of artificial intelligence algorithms that can generate new content, such as text, images, music, and videos, by learning patterns from existing data.

Is generative AI difficult to learn?

Generative AI can be challenging to learn due to its complex mathematical and computational foundations, requiring knowledge of machine learning, neural networks, and programming skills, but introductory resources are available.

What is generative AI in simple words?

In simple words, generative AI is like teaching a computer to create new things, like writing stories or drawing pictures, by showing it lots of examples and letting it learn how to make its own versions.

What are GenAI basics?

The basics of GenAI include understanding models like GANs and VAEs, the concepts of latent space and training data, and how these models learn to generate new, realistic data instances.

Learn in-demand tech skills in half the time