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Speculative decoding shifted our output distribution and evals missed it
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Marcus Chen
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Marcus Chen
Jun 18
Speculative decoding shifted our output distribution and evals missed it
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machinelearning
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llm
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mlops
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pytorch
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4 min read
Winograd convolutions cost us 2 mAP and we didn't notice for a month
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Marco Rinaldi
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Marco Rinaldi
Jun 17
Winograd convolutions cost us 2 mAP and we didn't notice for a month
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computervision
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pytorch
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machinelearning
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mlops
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4 min read
Developer Take On: A High-Resolution Neural Cellular Automata
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Kelvin Kariuki
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Kelvin Kariuki
Jun 17
Developer Take On: A High-Resolution Neural Cellular Automata
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ai
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machinelearning
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pytorch
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neuralnetworks
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4 min read
A 9-point eval gain vanished when we deduped train against test
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Marcus Chen
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Marcus Chen
Jun 15
A 9-point eval gain vanished when we deduped train against test
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machinelearning
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mlops
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llm
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pytorch
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4 min read
SO-HMS: A Universal Optimization Framework for Complex Multi-Objective Systems
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ryujinchoi
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ryujinchoi
Jun 8
SO-HMS: A Universal Optimization Framework for Complex Multi-Objective Systems
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pytorch
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opensource
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machinelearning
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architecture
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1 min read
PyTorch from Scratch — Part 1: Tensors, Gradients & Activations
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Meclin A Francis
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Meclin A Francis
Jun 6
PyTorch from Scratch — Part 1: Tensors, Gradients & Activations
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pytorch
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python
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deeplearning
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beginners
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5 min read
AI Coding Tools for Machine Learning Engineers in 2026: Jupyter, PyTorch, and the CUDA Trap
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Jovan Chan
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Jovan Chan
Jun 2
AI Coding Tools for Machine Learning Engineers in 2026: Jupyter, PyTorch, and the CUDA Trap
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machinelearning
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jupyter
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pytorch
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cursor
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5 min read
Carbon-Aware Model Training: Scheduling GPU Workloads Around Electricity Carbon Intensity
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Nilofer 🚀
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Nilofer 🚀
Jun 6
Carbon-Aware Model Training: Scheduling GPU Workloads Around Electricity Carbon Intensity
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pytorch
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python
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machinelearning
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opensource
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7 min read
Why JAX Is a Much Better Backend for Quantum Circuit Simulation Than PyTorch
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Shixin Zhang
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Shixin Zhang
Jun 6
Why JAX Is a Much Better Backend for Quantum Circuit Simulation Than PyTorch
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jax
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pytorch
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3 min read
Our event-camera detector lost 6 mAP to a badly chosen accumulation window
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Marco Rinaldi
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Marco Rinaldi
Jun 1
Our event-camera detector lost 6 mAP to a badly chosen accumulation window
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computervision
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machinelearning
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pytorch
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mlops
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4 min read
From Bayesian to deep knowledge tracing — upgrading NumPath's student model with a PyTorch LSTM
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Oscar Rieken
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Oscar Rieken
Jun 1
From Bayesian to deep knowledge tracing — upgrading NumPath's student model with a PyTorch LSTM
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numpath
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adaptivelearning
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pytorch
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python
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5 min read
QAT vs PTQ on our edge vision model: 6 months of A/B data
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Marco Rinaldi
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Marco Rinaldi
May 28
QAT vs PTQ on our edge vision model: 6 months of A/B data
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machinelearning
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computervision
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mlops
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pytorch
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4 min read
Structured channel pruning got our detector under 12ms on a Jetson
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Marco Rinaldi
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Marco Rinaldi
May 29
Structured channel pruning got our detector under 12ms on a Jetson
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computervision
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pytorch
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machinelearning
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mlops
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4 min read
Serving 40 LoRA adapters on one base model: the throughput we got
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Marcus Chen
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Marcus Chen
May 29
Serving 40 LoRA adapters on one base model: the throughput we got
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machinelearning
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llm
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pytorch
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mlops
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4 min read
torch.compile recompiled our SDXL UNet 38 times in production
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Elise Moreau
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Elise Moreau
May 29
torch.compile recompiled our SDXL UNet 38 times in production
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pytorch
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machinelearning
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computervision
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mlops
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4 min read
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