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| 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 |