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labmlai/annotated_deep_learning_paper_implementations

annotated_deep_learning_paper_implementations

๐Ÿง‘โ€๐Ÿซ 60+ Implementations/tutorials of deep learning papers with side-by-side notes ๐Ÿ“; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), ๐ŸŽฎ reinforcement learning (ppo, dqn), capsnet, distillation, ... ๐Ÿง 

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labmlai

labmlai

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Aug 25, 2020

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README Summary

This repository contains 60+ annotated implementations and tutorials of influential deep learning papers with detailed side-by-side explanations. It covers major architectures including transformers, GANs, reinforcement learning algorithms, optimizers, and other foundational deep learning concepts. The implementations serve as educational resources for understanding complex research papers through code and commentary.

AI Dev Skills

Unmapped

Transformer ArchitectureGenerative Adversarial NetworksReinforcement LearningNeural Network OptimizationAttention MechanismsComputer VisionNatural Language ProcessingKnowledge DistillationCapsule NetworksVision TransformersStyleGAN ArchitectureCycleGAN ImplementationDeep Q-NetworksProximal Policy OptimizationAdam OptimizationSwitch TransformerFeedback Transformer

Tags

Transformer ArchitectureGenerative Adversarial NetworksReinforcement LearningNeural Network OptimizationAttention MechanismsComputer VisionNatural Language ProcessingKnowledge DistillationCapsule NetworksVision TransformersStyleGAN ArchitectureCycleGAN ImplementationDeep Q-NetworksProximal Policy OptimizationAdam OptimizationSwitch TransformerFeedback TransformerAcademic Study MaterialsTransformer ArchitecturesSelf-hostedEducationResearch EnvironmentFoundation ModelsTextMultimodalDeep Learning EducationAlgorithm UnderstandingGenerative AIResearchNeural Architecture InnovationImageResearch Code ReferenceModel Architecture LearningVision-Language ModelsPaper Implementation LearningEducational SettingPython

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Updated 27 days ago

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research
Quality
high
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research

Categories

Learning ResourcesPrimaryNLP & TextSafety & AlignmentMultimodal AIEdge & Mobile AISearch & KnowledgeOther AI / MLFoundation ModelsModel TrainingGenerative MediaComputer Vision

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Product Discovery

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Python100.0%

Timeline

Project created
Aug 25, 2020
Forked
Nov 4, 2025
Your last push
27 days ago
Upstream last push
2 months ago
Tracked since
Mar 17, 2026

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