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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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Bilevel Optimisation: Why Meta-Learning Is an Optimisation Problem Inside an Optimisation Problem

Bilevel Optimisation: Why Meta-Learning Is an Optimisation Problem Inside an Optimisation Problem

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9 min read
Diffusion Models: How Reversing Noise Learns a Data Distribution

Diffusion Models: How Reversing Noise Learns a Data Distribution

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8 min read
I Asked My Neural Network to Try Again. Then I Asked It to Learn Only from Its Best Answer.

I Asked My Neural Network to Try Again. Then I Asked It to Learn Only from Its Best Answer.

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2 min read
From Research Brief to Branded Board Pack with DeepResearch

From Research Brief to Branded Board Pack with DeepResearch

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22 min read
Beyond Static Weights: The Emergence of Liquid Neural Networks (LNNs)

Beyond Static Weights: The Emergence of Liquid Neural Networks (LNNs)

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2 min read
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
An image classifier you can trust 80% of the time: confidence gating and Grad-CAM

An image classifier you can trust 80% of the time: confidence gating and Grad-CAM

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3 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
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