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# pytorch

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78% of PyTorch Models Never Reach Production. I Built the Fix.
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78% of PyTorch Models Never Reach Production. I Built the Fix.

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6 min read
PyRadiomics Inefficiency in Large-Scale Studies Addressed by GPU Acceleration for Faster Processing

PyRadiomics Inefficiency in Large-Scale Studies Addressed by GPU Acceleration for Faster Processing

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8 min read
Mastering Stress: Real-time HRV Anomaly Detection with Time-Series Transformers and HealthKit 🚀

Mastering Stress: Real-time HRV Anomaly Detection with Time-Series Transformers and HealthKit 🚀

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4 min read
124x Slower: What PyTorch DataLoader Actually Does at the Kernel Level

124x Slower: What PyTorch DataLoader Actually Does at the Kernel Level

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5 min read
CVE-2025-32434: PyTorch's "safe" model loading flag isn't safe

CVE-2025-32434: PyTorch's "safe" model loading flag isn't safe

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3 min read
I built a pre-flight check tool for PyTorch, because silent failures are the worst kind

I built a pre-flight check tool for PyTorch, because silent failures are the worst kind

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3 min read
Run Any HuggingFace Model on TPUs: A Beginner's Guide to TorchAX
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Run Any HuggingFace Model on TPUs: A Beginner's Guide to TorchAX

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13 min read
Catching Deepfakes in Real-Time: A Spatial-Temporal Approach with EfficientNet-B0 and Bi-LSTM

Catching Deepfakes in Real-Time: A Spatial-Temporal Approach with EfficientNet-B0 and Bi-LSTM

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3 min read
Tracing a 13x PyTorch Slowdown to a Hidden NumPy Synchronization

Tracing a 13x PyTorch Slowdown to a Hidden NumPy Synchronization

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4 min read
Standard Transformer Attention vs. Attention-Residuals: A Practical Comparison
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Standard Transformer Attention vs. Attention-Residuals: A Practical Comparison

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5 min read
TorchAO vs ONNX Runtime: 8-bit Quantization Benchmark

TorchAO vs ONNX Runtime: 8-bit Quantization Benchmark

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1 min read
Don't Crash Your Body: Build a Real-Time Burnout Forecaster with PyTorch and InfluxDB ⌚️🔥

Don't Crash Your Body: Build a Real-Time Burnout Forecaster with PyTorch and InfluxDB ⌚️🔥

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4 min read
Surviving 12GB VRAM : Autonomous Memory Management for Local QLoRA Fine Tuning
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Surviving 12GB VRAM : Autonomous Memory Management for Local QLoRA Fine Tuning

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3 min read
Compiling the Vision Encoder: Squeezing 3% More Throughput from Qwen3-VL on Hopper GPUs

Compiling the Vision Encoder: Squeezing 3% More Throughput from Qwen3-VL on Hopper GPUs

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11 min read
This dev built his own LLM from scratch
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This dev built his own LLM from scratch

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9 min read
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