Home>Courses>Generative AI: From Theory to Product Launch

Generative AI: From Theory to Product Launch

Lead the GenAI revolution, future-proof your skills by exploring generative models, transformer networks, and state-of-the-art applications in text, image, and video generation.

Beginner

8 Lessons

Certificate of Completion

Lead the GenAI revolution, future-proof your skills by exploring generative models, transformer networks, and state-of-the-art applications in text, image, and video generation.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

6 Playgrounds

Course Overview

What You'll Learn

Course Content

Recommendations

Course Overview

Generative AI (GenAI) is an exciting new frontier of technology that opens up seemingly endless creative possibilities. This course provides a glimpse of generative models’ capability by showcasing some of their most impressive applications. It will empower you to leverage GenAI and large language models (LLMs) like DALL·E and GPT-2. You’ll learn about the evolution of machine translation systems, from the early 1950s to the current state-of-the-art generative models. You’ll learn about the building block...Show More

Generative AI (GenAI) is an exciting new frontier of technology that opens up seemingly endless creative possibilities. This cou...Show More

What You'll Learn

Familiarity with generative AI and its evolution over the years

Understanding of core components such as CNNs, RNNs, autoencoders, and GANs

Familiarity with real-world applications of generative AI empowered by the transformers and generative AI systems

Familiarity with popular text and image generation models such as DistilBERT, GPT-2, GPT-3, GPT, DALL·E, Stable Diffusion, and Gen-2

Practical experience with state-of-the-art multimodal models used to generate text, images, and videos

Familiarity with generative AI and its evolution over the years

Course Content

Course Overview

1 Lessons

Get familiar with generative AI's transformative potential, prerequisites, and industry applications.

Getting Started

Introduction to Transformers

3 Lessons

Look at the evolution of AI, generative models, and transformative Transformer networks.

Introduction to AI

Generative AI

Transformer Networks

Generative AI Products

3 Lessons

Go hands-on with generative AI products, encompassing text, image, and video generation advancements.

Text-to-Text Generation Products

Text-Guided Image Generation Products

Text-Guided Video Generation Products

Conclusion

1 Lessons

Embrace the journey of mastering generative AI and its transformative applications.

Conclusion

Course Author

Asim Iqbal

Trusted by 2.5 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."

Carlos Matias La Borde

Software Developer

"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

"I've tried probably 5-7 different sites and Educative is easily the best. It perfectly blends explanation with interactivity"

Eric Downs

Musician/Entrepeneur

Hands-on Learning Powered by AI

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

Instant 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.

AI-Powered Mock Interviews

Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.

Adaptive Learning

At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.

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!

Recommended before starting this course

Course

Fundamentals of Machine Learning: A Pythonic Introduction

Gain insights into machine learning concepts, implement and compare algorithms with scikit-learn, and explore supervised learning, clustering, regression, SVMs, autoencoders, and ensemble learning with practical projects using Python.

beginner

14 hours

Course

Transformers for Natural Language Processing

Gain insights into transformer models for NLP, including BERT and GPT-3. Delve into prompt design, fine-tuning, training, and using APIs. Explore Python, PyTorch, TensorFlow applications.

intermediate

15 hours

Course

Building a Machine Learning Pipeline from Scratch

Gain insights into ML pipeline development, delve into best practices, discover advanced Python concepts, and explore testing methodologies to elevate your software engineering skills and career prospects.

beginner

14 hours

Course

Fundamentals of Machine Learning: A Pythonic Introduction

beginner

14 hour

Course

Transformers for Natural Language Processing

intermediate

15 hour

Course

Building a Machine Learning Pipeline from Scratch

beginner

14 hour

Related Courses and Skill Paths

Course

Essentials of Large Language Models: A Beginner’s Journey

Gain insights into LLMs, explore their capabilities and limitations, and discover how to fine-tune and evaluate them. Learn about GPT-2 and compare different models effectively.

beginner

2 hours

Course

Unleash the Power of Large Language Models Using LangChain

Explore how to leverage LangChain for LLM-powered applications. Gain insights into using prompt templates, chains, memory types, APIs, and retrieval-augmented generation techniques for dynamic app development.

beginner

2 hours

Course

Introduction to Diffusion Models

Gain insights into diffusion models, explore their workings and architecture, and learn to create images from noise using neural networks and pretrained models with practical implementations.

beginner

2 hours

Course

Essentials of Large Language Models: A Beginner’s Journey

beginner

2 hour

Course

Unleash the Power of Large Language Models Using LangChain

beginner

2 hour

Course

Introduction to Diffusion Models