LLM Mastery: Hands-on Code, Align and Master LLMs

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Code LLMs and alignment from scratch with Python and PyTorch. And explore generative AI and deep learning using Origami

What you'll learn:
Code and train an LLM from scratch, line by line, understanding every concept in detail
Understand and analyze in depth an advanced LLM architecture based on the Llama system
Code and train an alignment process from scratch, to align an LLM with a preferred form of interaction
Understand in great depth key concepts like the Attention Mechanisms, the Cross Entropy Loss, the way neural networks learn and many more
Explore in depth insights about deep learning and neural networks through the use of Origami
In addition to the coding, every section includes in-depth explanations of key concepts related to these architectures and generative AI

Requirements:
Basic knowledge of python. It's enough with the very basics, as we will code every little thing together, line by line
You can code either on a free online platform like Google Colab, or using your local Laptop or Desktop
Lots of enthusiasm. We are going to go really deep into both the code and the concepts around the code. You can grow and stretch your knowledge and experience a lot if you stay focused and motivated throughout the course, let's do it :)

Description:
Dive into the most exhilarating and hands-on LLM course you'll ever experience! This isn't just learning—it's an adventure that will transform you from an AI enthusiast into a creator at the bleeding edge of technology. AI expert Javier Ideami, the creator of one of the most successful AI related courses on Udemy, brings you a totally unique new experience around LLM technology.What Makes This Course Unmissable:Code Your Own AI Universe: 80% hands-on coding with Python and Pytorch. Build an LLM from scratch, line by line. Watch AI come alive through your fingertips. And then go beyond and code a compact version of an alignment process, the magic that makes ChatGPT, GPT 4, Claude and Gemini possible.Origami Meets AI: Be part of a world-first! Unravel deep learning mysteries through the art of paper folding.Deep Dive, Gradual Learning Curve: Only basic Python needed. We'll guide you through all the complex concepts around LLMs, from attention mechanisms to cross-entropy and beyond. By the end of the course, you will have gained advanced skills and knowledge about generative AI and LLMs.Mind-Bending Finale: Cap it off with an optional guided meditation using the "generative AI" in your own brain. Mind = Blown!Flexible requirements: Run everything on a humble 4GB GPU or anything more powerful. From Google Colab to your trusty laptop, flexibility is the mantra. On the cloud or local (Windows / Linux / Mac). All platforms and devices will work (with a minimum of 4GB of GPU memory)Course Highlights:Intro to Generative AI: Dive into the mesmerizing world of Generative AI, where machines create and innovate beyond imagination.Code an LLM from Scratch: Code and nurture your very own LLM from scratch. Unlocking an LLM Titan: Dissect an advanced LLM architecture. Peek behind the curtain of the most powerful AI systems on the planet.Alignment. Code the Secret Sauce of the top LLMs: Code a cutting edge LLM alignment process. This is the crucial stage that makes ChatGPT, GPT 4, Claude and Gemini possible and we code together a cutting edge variation of it.Origami AI: Fold your way to neural network nirvana. Experience a world-first fusion of ancient art and cutting-edge science to grasp deep learning like never before.AI Meets Zen: Cap your journey with an optional mind-bending guided meditation. Explore the ultimate generative AI - the one in your own brain - in a profound finale that bridges technology and spirituality.All in One / Why You Can't Miss This:The full package: You code both a small LLM as well as a cutting edge alignment technique. You also go deep into the understanding of a complex LLM architecture. In parallel you dive very deeply into all sorts of complex concepts around LLMs and deep learning, both during the coding and also during the unique Origami experience as well as the initial intro to Generative AI.Uniqueness: Origami + AI = A learning experience you won't find anywhere else. Understand key insights about Deep Learning and Neural Networks through the magic of paper folding.Practical Hands-on Mastery: 80% Practical. Learn and Build, Train and Align.Future-Proof Skills: Position yourself at the forefront of the AI revolution.And there's more: Added to all of that, the course connects you with free tools, articles and infographics produced by Ideami that enrich and accelerate your learning even more. Some of then, like the Loss Landscape explorer app, are unique tools in the world, created by Ideami for you.Accessibility: Complex concepts explained so clearly, you'll feel like an AI whisperer.In summaryThis isn't just a course—it's a ticket to the AI creator's club. By the end, you'll have coded an LLM, understood its deepest secrets, coded an alignment technique, dived deep into profound insights about deep learning and gained practical skills that will make you the AI guru in any room.Ready to code the future, fold profound insights through origami and blow your own mind? Join us on this unparalleled journey to the heart of LLM technology. Enroll now and prepare for the most fun, deep, and transformative tech adventure of your life!

Who this course is for:
AI Enthusiasts and Developers: Individuals with a passion for artificial intelligence and a basic knowledge of Python who want to dive deep into the world of LLMs and generative AI.
Tech Innovators and Creators: Aspiring AI developers who wish to be at the cutting edge of technology, learning to build and understand complex AI systems from the ground up.
Students and Professionals in AI: Those studying or working in AI-related fields who seek to enhance their practical skills and theoretical understanding of LLMs and deep learning.
Curious Minds with Creative Flair: Learners interested in a unique blend of technology and art, who are eager to explore deep learning concepts through innovative methods like origami.
Software engineers: interested in understanding and coding LLMs as well as implementing AI alignment techniques with LLMs
General: People that are curious about how LLMs work and want to understand them in great depth
General: People that want to stretch their generative AI experience using Python and Pytorch to program LLMs and alignment processes
General: People that want to know all the key parts of how ChatGPT, Gemini or Claude work internally, in order to get inspired about new ways of applying this technology
General: Those that want a deep introduction to Generative AI, deep learning and neural networks
General: Those that want to deeply understand how neural networks learn in a fun way and unique way through Origami

Homepage

https://www.udemy.com/course/llm-mastery-hands-on-code-align-and-master-llms/

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