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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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What EWC buys you that flat L2 does not

What EWC buys you that flat L2 does not

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5 min read
Catastrophic forgetting, measured

Catastrophic forgetting, measured

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5 min read
Blackwell quantisation on my own card

Blackwell quantisation on my own card

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5 min read
Mixture of Experts: Why Sparse Routing Scales Models Without Scaling Compute

Mixture of Experts: Why Sparse Routing Scales Models Without Scaling Compute

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7 min read
Double Descent: Why Bigger Models Can Generalise Better After Getting Worse

Double Descent: Why Bigger Models Can Generalise Better After Getting Worse

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7 min read
Sharpness-Aware Minimization: Why Flat Minima Generalise Better Than Sharp Ones

Sharpness-Aware Minimization: Why Flat Minima Generalise Better Than Sharp Ones

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8 min read
How do you train a PyTorch model on multiple GPUs?

How do you train a PyTorch model on multiple GPUs?

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8 min read
Grokking: Why Neural Networks Suddenly Generalise Long After Memorising

Grokking: Why Neural Networks Suddenly Generalise Long After Memorising

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9 min read
Genie 4's real upgrade isn't the graphics. It's the second model watching them.

Genie 4's real upgrade isn't the graphics. It's the second model watching them.

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4 min read
Federated Learning: Why Averaging Model Updates Works - and When It Fails

Federated Learning: Why Averaging Model Updates Works - and When It Fails

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8 min read
GRPO keeps winning the RL-vs-data argument, and LoRA gets a mechanistic audit

GRPO keeps winning the RL-vs-data argument, and LoRA gets a mechanistic audit

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7 min read
Graph Neural Networks: Why Message Passing Works - and Where It Breaks

Graph Neural Networks: Why Message Passing Works - and Where It Breaks

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9 min read
How much does an adapter forget?

How much does an adapter forget?

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5 min read
What is GRPO, and how do you run GRPO training on GPUs?

What is GRPO, and how do you run GRPO training on GPUs?

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9 min read
I Built EveryO to Understand How Neural Networks Actually Work

I Built EveryO to Understand How Neural Networks Actually Work

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8 min read
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