Fragmented - AI Developer Podcast
You already know how LLMs work from our popular 20-minute explainer. Now we take it to images. What does Michelangelo have to do with stable diffusion? More than you'd think. Walk away knowing how image generation actually works — and what it has in common with the text models you already understand. Full shownotes at fragmentedpodcast.com [https://fragmentedpodcast.com/episodes/308]. SHOW NOTES * Episode 303 - How LLMs work in 20 minutes - text generation * VAE - Variational Autoencoder [https://www.ibm.com/think/topics/variational-autoencoder] * RGB Color model [https://en.wikipedia.org/wiki/RGB_color_model] - wikipedia * Word2Vec technique [https://en.wikipedia.org/wiki/Word2vec] - wikipedia * Efficient Estimation of Word Representation [https://arxiv.org/abs/1301.3781] - original Word2Vec paper by Mikolov et al. * High-Resolution Image Synthesis with Latent Diffusion Models [https://arxiv.org/abs/2112.10752] - Rombach et al. (2022) — the paper behind Stable Diffusion * Image Training data * LAION-5B [https://arxiv.org/abs/2210.08402] - 5 billion image-text pairs scraped from the web, used to train many image generation models * WebLI [https://www.aibase.com/news/15390] - Google's internal image-text dataset * Michelangelo [https://www.goodreads.com/quotes/1191114-the-sculpture-is-already-complete-within-the-marble-block-before] GET IN TOUCH We'd love to hear from you. Email [contact@fragmentedpodcast.com] is the best way to reach us or you can check our contact page for other ways. We want to hear all the feedback: what's working, what's not, topics you'd like to hear more on. * Contact us [https://fragmentedpodcast.com/contact] * Newsletter [https://buttondown.com/fragmentedcast] * Youtube [https://www.youtube.com/@fragmentedpodcast] * Website [https://fragmentedpodcast.com] CO-HOSTS: * Kaushik Gopal [https://kau.sh/] * Iury Souza [https://iurysouza.dev/] > [!fyi] We transitioned from Android development to AI starting with > Ep. #300. Listen to that episode for the full story behind > > our new direction.
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