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topics_not_covered [2023/12/25 04:43]
burkov
topics_not_covered [2025/06/27 15:57] (current)
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   * [[https://​developers.google.com/​machine-learning/​gan/​gan_structure|GAN]] by Google   * [[https://​developers.google.com/​machine-learning/​gan/​gan_structure|GAN]] by Google
-  * [[https://​arxiv.org/​abs/​1809.11096|Large Scale GAN Training for High Fidelity Natural Image Synthesis]] by Brock et all (2018)+  * [[https://​arxiv.org/​abs/​1809.11096|Large Scale GAN Training for High Fidelity Natural Image Synthesis]] by Brock et al (2018)
   * [[https://​arxiv.org/​abs/​1802.05751|Image Transformer]] by Parmar et all (2018)   * [[https://​arxiv.org/​abs/​1802.05751|Image Transformer]] by Parmar et all (2018)
   * [[https://​jalammar.github.io/​illustrated-stable-diffusion/​|The Illustrated Stable Diffusion]] by Jay Alammar   * [[https://​jalammar.github.io/​illustrated-stable-diffusion/​|The Illustrated Stable Diffusion]] by Jay Alammar
 +  * [[https://​www.matthewtancik.com/​nerf|NeRF:​ Representing Scenes as Neural Radiance Fields for View Synthesis]] by Mildenhall et all (2020)
 +  * [[https://​arxiv.org/​abs/​1802.05751|Nerfies:​ Deformable Neural Radiance Fields]] by Park et al (2021)
 +
 +===== Text Generation =====
 +
 +  * [[https://​arxiv.org/​abs/​2203.02155|Training language models to follow instructions with human feedback]] by Ouyang et all (2022) (The InstructGPT paper)
 +  * [[https://​blog.matdmiller.com/​posts/​2023-06-10_transformers/​notebook.html|Transformers From Scratch]] by Mat Miller (2024)
 +
 +===== Neural Network Best Practices and Tricks =====
 +
 +  * [[https://​github.com/​huggingface/​peft|PEFT:​ State-of-the-art Parameter-Efficient Fine-Tuning methods]] by Hugging Face
 +  * [[https://​www.philschmid.de/​fine-tune-llms-in-2024-with-trl|How to Fine-Tune LLMs in 2024 with Hugging Face]] by Philipp Schmid (2024)
 +  * [[https://​towardsdatascience.com/​merge-large-language-models-with-mergekit-2118fb392b54|Merge Large Language Models with mergekit]] by Maxime Labonne (2024)