project: type: website website: title: "My AI Cookbook" page-footer: center: - text: "About" href: about.qmd - text: "Who Am I" href: whoami.qmd - text: "My resume" href: about_resume.qmd - text: "My AI Blog" href: blog/index.qmd - icon: linkedin href: https://www.linkedin.com/in/sebdg/ sidebar: style: "floating" search: true tools: - icon: linkedin href: https://www.linkedin.com/in/sebdg/ collapse-level: 3 contents: - section: "About" contents: - href: whoami.qmd text: Who Am I ? - href: about.qmd text: About this Cookbook - section: "Thoughts" contents: - href: theory/dont_mess_with_kittens.qmd text: "High Stakes, and... Kittens" - href: theory/good_enough.qmd text: "What is Good Enough ?" - section: "Theory" contents: - href: theory/activations.qmd text: "Activation Functions" - href: theory/backpropagation.qmd text: "Backpropagation" - href: theory/architectures.qmd text: "Network Architectures" - href: theory/layers.qmd text: "Layer Types" - href: theory/convultions.qmd text: "Convultions" - href: theory/featureextraction.qmd text: "Feature Extraction" - href: theory/metrics.qmd text: "Metric Types" - href: theory/evaluation_generalization.qmd text: "Generalization" - href: theory/optimizers.qmd text: "Optimizers" - href: theory/quantization.qmd text: "Quantization" - href: theory/perplexity_in_ai.qmd text: "Perplexity and Quantization" - href: theory/regularization.qmd text: "Regularization" - section: "Training" href: theory/training.qmd contents: - href: theory/dying_neurons.qmd text: "Dying Neurons" - href: theory/overfitting.qmd text: "Overfitting" - href: theory/underfitting.qmd text: "Underfitting" - href: theory/early_stopping.qmd text: "Early Stopping" - href: theory/hyperparameter_tuning.qmd text: "Hyperparameter Tuning" - href: theory/unsupervised_learning.qmd text: "Unsupervised Learning" - href: theory/semi_supervised_learning.qmd text: "Semi-Supervised Learning" - href: theory/supervised_learning.qmd text: "Supervised Learning" - href: theory/transfer_learning.qmd text: "Transfer Learning" - href: theory/meta_learning.qmd text: "Meta Learning" - href: theory/deep_reinforcement_learning.qmd text: "Deep Reinforcement Learning" - href: theory/perplexity_in_ai.qmd text: "Perplexity and Quantization" - href: theory/mixture_of_models.qmd text: "Mixture of Models" - section: "Large Language Models" contents: - href: llms/tasks.qmd text: "Tasks" - href: llms/tokenizers.qmd text: "Tokenizers" - href: llms/embeddings.qmd text: "Embeddings" - href: llms/prompting.qmd text: "Prompting" - href: theory/chainoftoughts.qmd text: "Chain of toughts" - href: llms/finetuning.qmd text: "Fine-tuning and Lora" - href: llms/rag_systems.qmd text: "Retrival Augmented Generation" - section: "Computer Vision Models" contents: - href: vision/tasks.qmd text: "Tasks" - section: "Tools and Frameworks" contents: - href: tools/frameworks.qmd text: "Frameworks" - href: tools/platforms.qmd text: "Platforms" - section: "Blog" contents: - href: blog/index.qmd text: "Blog" format: html: theme: sketchy css: styles.css toc: true