Learn essential concepts, architectures, and the exciting potential and applications of Generative AI
What you'll learn Understand the fundamental concepts of Generative AI and how it compares to other approaches Learn what are the most important Generative AI architectures and how they work Identify applications of Generative AI across diverse fields Learn to craft prompt engineering patterns to program LLMs to perform sophisticated behaviours Explore the future of Generative AI and find inspiration for your own projects Demystify the learning processes of the neural networks that power Generative AI applications Understand key ethical considerations about Generative AI Build a solid knowledge base to confidently pursue more advanced Generative AI concepts and techniques
Requirements No experience needed. You will learn everything you need to know in this introductory course
~Get Your Files Here !/1 - Foundations of Generative AI/1 - Welcome.mp4
10.8 MB
~Get Your Files Here !/1 - Foundations of Generative AI/2 - Free Infographic I created about the Transformer architecture which is used within most Generative AI systems today.txt
47 B
~Get Your Files Here !/1 - Foundations of Generative AI/2 - Generative modelling Evolution of Generative AI and Overview of applications.mp4
211.6 MB
~Get Your Files Here !/1 - Foundations of Generative AI/2 - Transformer free link to the article I wrote about the Transformer architecture which is used within most Generative AI systems today.txt
185 B
~Get Your Files Here !/1 - Foundations of Generative AI/3 - Building Blocks of Machine Creativity Machine Learning Foundations for Gen AI.mp4
431.6 MB
~Get Your Files Here !/2 - Generative AI Models and Applications/4 - Architectures of Machine Imagination from GANs to Diffusion and beyond.mp4
325.7 MB
~Get Your Files Here !/2 - Generative AI Models and Applications/4 - Free Infographic I created about how the DallE generative AI system works it uses Diffusion models.txt
46 B
~Get Your Files Here !/2 - Generative AI Models and Applications/4 - Leonardo and the GAN dream free link to a metaphor I wrote about the GAN architecture.txt
106 B
~Get Your Files Here !/2 - Generative AI Models and Applications/5 - Machine Creativity Meets RealWorld Impact Applications of Generative AI.mp4
241.1 MB
~Get Your Files Here !/2 - Generative AI Models and Applications/6 - The Ethics of Machine Creativity Challenges and Considerations in Generative AI.mp4
166.7 MB
~Get Your Files Here !/2 - Generative AI Models and Applications/6 - Towards a sustainable generative AI revolution free link to an article I wrote about some of the Generative AI ethical issues.txt
133 B
~Get Your Files Here !/2 - Generative AI Models and Applications/7 - Free Infographic about the present and future of Large Language Models and AI Agents.txt
50 B
~Get Your Files Here !/2 - Generative AI Models and Applications/7 - Worlds Reimagined Visions of the Future with Generative AI.mp4
240.8 MB
~Get Your Files Here !/2 - Generative AI Models and Applications/8 - Prompt Programming Programming Generative AI models with natural language.mp4
137.4 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/10 - The Search for the Perfect Mapping datasets and dimensionality.mp4
120.5 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/11 - From Linearity to Complexity Neural Networks and the Nonlinearities of Life.mp4
113.5 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/12 - Bending the Rules NonLinear transformations and the key to complexity.mp4
230.2 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/13 - Not Too Tight Not Too Loose Finding the perfect fit.mp4
67 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/14 - How increasing the dimensionality impacts the latent complexity of the network.mp4
99.6 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/15 - The Power of Depth Creating Sophisticated Mappings with AI networks.mp4
210.1 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/16 - From high dimensional manifolds to dynamic and ever changing latent spaces.mp4
270.7 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/17 - Advanced digital representations of the latent complexity of neural networks.mp4
12 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/18 - Free web app I created to explore and interact with loss landscapes produced with real data You can for example simulate gradient descent on top of them.txt
34 B
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/18 - Loss landscapes and the blessing of dimensionality free link to an article I wrote that explains in detail how these visualizations are created.txt
139 B
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/18 - Visualizing the Journey Loss Landscapes and the Search for Optimal Weights.mp4
183.5 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/19 - Example of the dynamic Loss Landscape of a generative adversarial network.mp4
44.5 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/20 - Lucy Real Time Visualization of the changing weights of a neural network.mp4
104.7 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/21 - Charting the hidden depths a recap of our transformative latent space journey.mp4
12.5 MB
~Get Your Files Here !/3 - Journey to the latent space of a Neural Network/9 - In Search of the Magical Mappings of Creativity.mp4
33.2 MB
~Get Your Files Here !/4 - Final Review Quiz and Closing thoughts/1 - Review Quiz.html
18 B
~Get Your Files Here !/4 - Final Review Quiz and Closing thoughts/22 - Summary and closing thoughts.mp4
40 MB
~Get Your Files Here !/Bonus Resources.txt
386 B
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