The classic course on Generative AI by Martin Musiol
Why take this course?
🎉 The Classic Course on Generative AI by Martin Musiol 🤖
How the Next Milestone in Machine Learning Will Improve the Products We Build
Welcome to a Journey into the Future of AI!
In this comprehensive course, we delve into the transformative world of Generative Artificial Intelligence (GAI), which has recently started to produce data with unprecedented accuracy and quality. As GAI models continue to evolve, it's crucial to understand their potential and how to integrate them into your projects for maximum impact.
What You Will Learn:
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Application Angle: We explore a myriad of GAI applications, sparking ideas for innovative projects. We identify the best starting points for implementing GAI models in real-world scenarios, ensuring you're equipped to leverage this technology effectively. 🚀
- Cybersecurity 2.0 (Adversarial Attack vs. Defense)
- 3D Object Generation
- Text-to-Image Translation
- Video-to-Video Translation
- Superresolution
- Interactive Image Generation
- Face Generation
- Generative Art
- Data Compression with GANs
- Domain-Transfer (Style-Transfer, Sketch-to-Image, Segmentation-to-Image)
- Crypto, Blockchain, NFTs
- Idea Generator
- Automatic Video Generation and Video Prediction
- Text Generation, NLP Models (including Coding Suggestions like Co-Pilot)
- GAI Outlook & more!
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Tech Angle: We demystify the technical aspects of GAI models, focusing on relevant parts of the code that won't become obsolete in a year. We embark on an educational journey from computation graphs to advanced neural network architectures, including:
- Convolutional Neural Networks (CNNs) for image and video generation
- An overview of GAI models like GANs, AutoEncoders, Variational AutoEncoders, Style-GAN, conditional GANs, and more.
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Ethical Angle/ Ethical AI: We address the ethical considerations surrounding GAI, discussing how companies and governments are tackling the challenges to prevent misuse and harm. 🌐🔍
Dive Deep into GAI Applications and Technologies
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Applications: We provide a comprehensive list of application fields where GAI is making an impact, inspiring new possibilities in various industries.
- Cybersecurity 2.0 (Adversarial Attack vs. Defense)
- 3D Object Generation
- Text-to-Image Translation
- Video-to-Video Translation
- Superresolution
- Interactive Image Generation
- Face Generation
- Generative Art
- Data Compression with GANs
- Domain-Transfer (Style-Transfer, Sketch-to-Image, Segmentation-to-Image)
- Crypto, Blockchain, NFTs
- Idea Generator
- Automatic Video Generation and Video Prediction
- Text Generation, NLP Models (including Coding Suggestions like Co-Pilot)
- GAI Outlook & more!
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Technologies: We cover the key generative AI architectures and models that form the foundation of this technology. Here's a snapshot:
- (Vanilla) GAN, AutoEncoder, Variational AutoEncoder, Style-GAN, conditional GANs, 3D-GAN, GauGAN, DC-GAN, CycleGAN, GPT-3, Progressive GAN, BiGAN, GameGAN, BigGAN, Pix2Vox, WGAN, StackGAN & more!
Embark on this journey with Martin Musiol, an expert in the field of Generative AI, and unlock the potential of this groundbreaking technology. Whether you're a developer, data scientist, or simply curious about the future of AI, this course is your gateway to understanding and utilizing GAI to its fullest extent. 🌟
Enroll now and be part of the AI revolution! 🚀📚
Join us and shape the future with Generative AI! 🤲💫
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