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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.

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Overview

Content

Reviews

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 blocks of Transformer networks, including CNNs, RNNs, etc. This will be supplemented by an overview of the components of a GenAI system. Next, you’ll learn about transformer models and their variations: Vision Transformers (ViT) and multimodal transformers. You’ll explore the state-of-the-art models for text, image, and video generation models through the practical exercises. You’ll dive deep into the impact of GenAI across fields and industries, fueling the development and launch of GenAI-based products.

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

Content

8 Lessons

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

Certificate of Completion

Showcase your accomplishment by sharing your certificate of completion.

Course Author:

Asim Iqbal

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 2.7 million developers working at companies

"Great refresher on Generative AI! Nice introduction to text-to-text, text-to-image, and text-to-video generation."

Rizwan Qazi

Senior Director @ QuinStreet, Inc.

"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

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