| 1 - Review Quiz.html | 0 B | ||
| 1 - Welcome.mp4 | 10.8 MB | ||
| 10 - The Search for the Perfect Mapping datasets and dimensionality.mp4 | 120.5 MB | ||
| 11 - From Linearity to Complexity Neural Networks and the Nonlinearities of Life.mp4 | 113.5 MB | ||
| 12 - Bending the Rules NonLinear transformations and the key to complexity.mp4 | 230.2 MB | ||
| 13 - Not Too Tight Not Too Loose Finding the perfect fit.mp4 | 67 MB | ||
| 14 - How increasing the dimensionality impacts the latent complexity of the network.mp4 | 99.6 MB | ||
| 15 - The Power of Depth Creating Sophisticated Mappings with AI networks.mp4 | 210.1 MB | ||
| 16 - From high dimensional manifolds to dynamic and ever changing latent spaces.mp4 | 270.7 MB | ||
| 17 - Advanced digital representations of the latent complexity of neural networks.mp4 | 12 MB | ||
| 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 | 0 B | ||
| 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 | 102.4 B | ||
| 18 - Visualizing the Journey Loss Landscapes and the Search for Optimal Weights.mp4 | 183.5 MB | ||
| 19 - Example of the dynamic Loss Landscape of a generative adversarial network.mp4 | 44.5 MB | ||
| 2 - Free Infographic I created about the Transformer architecture which is used within most Generative AI systems today.txt | 0 B | ||
| 2 - Generative modelling Evolution of Generative AI and Overview of applications.mp4 | 211.6 MB | ||
| 2 - Transformer free link to the article I wrote about the Transformer architecture which is used within most Generative AI systems today.txt | 204.8 B | ||
| 20 - Lucy Real Time Visualization of the changing weights of a neural network.mp4 | 104.7 MB | ||
| 21 - Charting the hidden depths a recap of our transformative latent space journey.mp4 | 12.5 MB | ||
| 22 - Summary and closing thoughts.mp4 | 40 MB | ||
| 3 - Building Blocks of Machine Creativity Machine Learning Foundations for Gen AI.mp4 | 431.6 MB | ||
| 4 - Architectures of Machine Imagination from GANs to Diffusion and beyond.mp4 | 325.7 MB | ||
| 4 - Free Infographic I created about how the DallE generative AI system works it uses Diffusion models.txt | 0 B | ||
| 4 - Leonardo and the GAN dream free link to a metaphor I wrote about the GAN architecture.txt | 102.4 B | ||
| 5 - Machine Creativity Meets RealWorld Impact Applications of Generative AI.mp4 | 241.1 MB | ||
| 6 - The Ethics of Machine Creativity Challenges and Considerations in Generative AI.mp4 | 166.7 MB | ||
| 6 - Towards a sustainable generative AI revolution free link to an article I wrote about some of the Generative AI ethical issues.txt | 102.4 B | ||
| 7 - Free Infographic about the present and future of Large Language Models and AI Agents.txt | 0 B | ||
| 7 - Worlds Reimagined Visions of the Future with Generative AI.mp4 | 240.8 MB | ||
| 8 - Prompt Programming Programming Generative AI models with natural language.mp4 | 137.4 MB | ||
| 9 - In Search of the Magical Mappings of Creativity.mp4 | 33.2 MB | ||
| Bonus Resources.txt | 409.6 B | ||
| Get Bonus Downloads Here.url | 204.8 B | ||
| ▲ 33 total files | |||
Understanding Generative Ai: Fundamentals And Possibilities
https://DevCourseWeb.com
Last updated 4/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz
Language: English | Size: 3.23 GB | Duration: 2h 7m
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
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| 887.8 MB | freecoursewb | 1 week | 22 | 3 | |
| 3.2 GB | freecoursewb | 4 weeks | 11 | 3 | |
| 1.1 GB | freecoursewb | 1 month | 1 | 7 | |
| 456.2 MB | freecoursewb | 1 month | 4 | 3 | |
| 991.4 MB | freecoursewb | 2 months | 13 | 1 |
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