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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 |