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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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BudgetMix RL: What Multi-Turn Reinforcement Learning Really Improves in LLM Agents

BudgetMix RL: What Multi-Turn Reinforcement Learning Really Improves in LLM Agents

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4 min read
Research Synthesis: Inside the Architectures of Open-Source LLMs: Attention, MoE, Hybrid Layers and Quantization

Research Synthesis: Inside the Architectures of Open-Source LLMs: Attention, MoE, Hybrid Layers and Quantization

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2 min read
Warmup Did Nothing for My Learning Rate — Then It Fully Rescued the Wrong One

Warmup Did Nothing for My Learning Rate — Then It Fully Rescued the Wrong One

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4 min read
My Gradient Clipping Was Never Clipping. It Was Secretly Multiplying My Weight Decay

My Gradient Clipping Was Never Clipping. It Was Secretly Multiplying My Weight Decay

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4 min read
Own GPU vs rented GPU vs hosted API: a comparison you can redo in an afternoon

Own GPU vs rented GPU vs hosted API: a comparison you can redo in an afternoon

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3 min read
Why did deep networks stop learning?

Why did deep networks stop learning?

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5 min read
Why does every AI start out random?

Why does every AI start out random?

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5 min read
The Shift to Test-Time Compute: Why AI is Learning to "Think" Before it Speaks

The Shift to Test-Time Compute: Why AI is Learning to "Think" Before it Speaks

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3 min read
Saving and Loading Models in PyTorch: state_dict, Checkpoints and Resuming Training

Saving and Loading Models in PyTorch: state_dict, Checkpoints and Resuming Training

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13 min read
A Small Weight Edit Helped Qwen Finish Its Reasoning. That Defines the Result.

A Small Weight Edit Helped Qwen Finish Its Reasoning. That Defines the Result.

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5 min read
PPO vs DPO vs GRPO: which RL method should you use?

PPO vs DPO vs GRPO: which RL method should you use?

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8 min read
GPT-6 AstraがQwen3.5-0.8Bを重みの0.016%編集で修正した方法

GPT-6 AstraがQwen3.5-0.8Bを重みの0.016%編集で修正した方法

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4 min read
Bagaimana GPT-6 Astra Memperbaiki Qwen3.5-0.8B dengan Mengedit 0,016% Bobotnya

Bagaimana GPT-6 Astra Memperbaiki Qwen3.5-0.8B dengan Mengedit 0,016% Bobotnya

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9 min read
Model Soups: Why Averaging Fine-Tuned Weights Beats Picking the Best One

Model Soups: Why Averaging Fine-Tuned Weights Beats Picking the Best One

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7 min read
The New ML Perspective

The New ML Perspective

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4 min read
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