https://jamesm.blog/tags/-deep-learning/ Recent content in -"Deep-Learning" on jamesm.blog https://jamesm.blog/papermod-cover.png https://jamesm.blog/papermod-cover.png Hugo en Wed, 15 Feb 2023 19:05:35 +0100 https://jamesm.blog/ai/explainers/ Wed, 15 Feb 2023 19:05:35 +0100 https://jamesm.blog/ai/explainers/ <p>A curated collection of clear, technical explanations of foundational AI concepts. These resources help build intuition about how modern AI systems actually work.</p> <h2 id="fundamentals">Fundamentals</h2> <ul> <li><a href="https://karpathy.medium.com/yes-you-should-understand-backprop-e2f06eab496b/"><strong>Yes you should understand backprop</strong></a> - Andrej Karpathy&rsquo;s definitive explanation of backpropagation, the fundamental algorithm behind neural network training</li> <li><a href="https://developer.nvidia.com/blog/deep-learning-nutshell-core-concepts/"><strong>Deep Learning in a Nutshell: Core Concepts</strong></a> - NVIDIA&rsquo;s accessible overview of deep learning architectures and their applications</li> </ul> <h2 id="transformers--language-models">Transformers &amp; Language Models</h2> <ul> <li><a href="https://writings.stephenwolfram.com/2023/02/what-is-chatgpt-doing-and-why-does-it-work/"><strong>What is ChatGPT doing &amp; why does it work?</strong></a> - Stephen Wolfram&rsquo;s phenomenal breakdown of transformer architecture and the surprising effectiveness of next-token prediction</li> <li><a href="https://towardsdatascience.com/word2vec-explained-49c52b4ccb71/"><strong>Word2Vec Explained</strong></a> - Foundation for understanding how words become numerical representations that models can process</li> </ul> <h2 id="generative-models">Generative Models</h2> <ul> <li><a href="https://mccormickml.com/2022/12/21/how-stable-diffusion-works/"><strong>How Stable Diffusion Works</strong></a> - Detailed technical walkthrough of diffusion models for image generation, with clear diagrams and intuitive explanations</li> </ul> <h2 id="courses--practical-learning">Courses &amp; Practical Learning</h2> <ul> <li><a href="https://course.fast.ai/"><strong>Practical Deep Learning</strong></a> - Fast.ai&rsquo;s top-down course that teaches you to build working deep learning systems before diving into theory</li> </ul>