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Deep Learning

This tag is for discussing, sharing articles, and asking questions primarily on deep learning - a subfield of machine learning.

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NyoomFloat12: How a 12-Bit Fixed-Length Format Doubles LLM Inference Throughput Without Losing a Single Bit

NyoomFloat12: How a 12-Bit Fixed-Length Format Doubles LLM Inference Throughput Without Losing a Single Bit

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5 min read
Qwen-Image-2.1 vs Flux3-klein: E-commerce Image Editing

Qwen-Image-2.1 vs Flux3-klein: E-commerce Image Editing

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3 min read
Low-Rank Adaptation: Why Freezing Most Weights Still Fine-Tunes a Large Model

Low-Rank Adaptation: Why Freezing Most Weights Still Fine-Tunes a Large Model

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8 min read
Teaching a CNN to read hieroglyphs: 96.9% on 59 signs, and why my first model failed

Teaching a CNN to read hieroglyphs: 96.9% on 59 signs, and why my first model failed

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4 min read
State Space Models: Why Linear Recurrences Rival Attention for Long Sequences

State Space Models: Why Linear Recurrences Rival Attention for Long Sequences

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7 min read
Exploring Accelerated ML: Training a Neural Network and Understanding TPUs

Exploring Accelerated ML: Training a Neural Network and Understanding TPUs

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4 min read
What AI Gender Swap Filters Reveal About the Challenges of Identity-Preserving Image Editing

What AI Gender Swap Filters Reveal About the Challenges of Identity-Preserving Image Editing

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5 min read
Evaluating Retrieval-Augmented Generation: Why End-to-End Accuracy Hides the Real Failures

Evaluating Retrieval-Augmented Generation: Why End-to-End Accuracy Hides the Real Failures

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9 min read
Neural Collapse: Why the Last Layer Converges to a Simple Geometric Structure

Neural Collapse: Why the Last Layer Converges to a Simple Geometric Structure

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8 min read
Rotary Position Embeddings: How Rotating Queries and Keys Encodes Relative Position

Rotary Position Embeddings: How Rotating Queries and Keys Encodes Relative Position

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7 min read
In-Context Learning: How a Forward Pass Learns Without Updating a Single Weight

In-Context Learning: How a Forward Pass Learns Without Updating a Single Weight

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10 min read
MuonGS: Squeezing 15% More Speed Out of LLM Pretraining via Relaxed Weight-Norm Control

MuonGS: Squeezing 15% More Speed Out of LLM Pretraining via Relaxed Weight-Norm Control

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4 min read
PyTorch Custom Dataset and DataLoader: __getitem__, __len__, collate_fn, and num_workers

PyTorch Custom Dataset and DataLoader: __getitem__, __len__, collate_fn, and num_workers

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9 min read
LoRA on a 16 GB card: what fits and what does not

LoRA on a 16 GB card: what fits and what does not

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5 min read
Direct Preference Optimization: Why You Can Align a Model Without a Reward Model

Direct Preference Optimization: Why You Can Align a Model Without a Reward Model

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8 min read
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