#pytorch

20 posts

PyTorchDeep Learning

The “Ghost in the Machine”: Tracking Variable Names and Metadata in PyTorch

February 10, 20264 min read

#deep-learning#pytorch#machine-learning#python-programming+1
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Deep LearningModel Efficiency

Low-Bit Precision Training in PyTorch: Techniques and Code Examples

August 21, 20254 min read

#deep-learning#pytorch#quantization#mixed-precision+1
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Distributed TrainingDeep Learning

The Practical Guide to Distributed Training using PyTorch — Part 5: Distributing Everything using…

July 11, 20259 min read

#deep-learning#pytorch#distributed-training#fsdp+1
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Distributed TrainingHigh Performance Computing

The Practical Guide to Distributed Training using PyTorch — Part 4: On Multiple Nodes using SLURM

June 26, 20257 min read

#deep-learning#pytorch#distributed-training#slurm+1
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Distributed TrainingPyTorch

The Practical Guide to Distributed Training using PyTorch — Part 3: On Multiple Nodes using…

June 19, 20257 min read

#deep-learning#pytorch#distributed-training#multi-node
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Distributed TrainingPyTorch

The Practical Guide to Distributed Training using PyTorch — Part 2: On a Single Node using Torchrun

June 9, 20254 min read

#deep-learning#pytorch#distributed-training#torchrun+1
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Distributed TrainingPyTorch

The Practical Guide to Distributed Training using PyTorch — Part 1: On a Single Node using torch.mul

June 8, 20257 min read

#deep-learning#pytorch#distributed-training#gpu
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Deep LearningModel Efficiency

Understanding and Calculating MACs and FLOPs in PyTorch Models

May 20, 20255 min read

#deep-learning#pytorch#model-profiling#flops+1
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Deep LearningPyTorch

The most PyTorch way to extract output from any intermediate layer in a pre-trained model

April 8, 20245 min read

#deep-learning#pytorch#feature-extraction#torchvision
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Computer VisionDeveloper Tools

Installing detectron2 in 9 easy steps

August 24, 20233 min read

#detectron2#docker#wsl2#computer-vision+1
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Deep LearningPyTorch

How to get Model Summary in PyTorch

August 25, 20225 min read

#deep-learning#pytorch#model-summary#torchinfo
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PyTorchDeveloper Tools

Quick Tips #1: How to obtain environment information using PyTorch

January 25, 20221 min read

#python#pytorch#cuda#troubleshooting
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PyTorchDeveloper Tools

Installing PyTorch XLA in Google Colab without errors!!

September 11, 20212 min read

#pytorch#colab#tpu#deep-learning
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Explainable AIComputer Vision

GradCAM in PyTorch

July 31, 20213 min read

#deep-learning#pytorch#explainable-ai#gradcam+1
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Self-Supervised LearningDeep Learning

SimCLR in PyTorch

June 30, 20216 min read

#deep-learning#pytorch#self-supervised-learning#simclr+1
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Deep LearningPyTorch

Using forward_hooks to Extract Intermediate Layer Outputs from a Pre-trained ResNet Model in…

January 9, 20216 min read

#deep-learning#pytorch#feature-extraction#hooks
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Deep LearningPyTorch

Extracting Features from an Intermediate Layer of a Pretrained VGG-Net in PyTorch

January 7, 20213 min read

#deep-learning#pytorch#computer-vision#vgg+1
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Deep LearningPyTorch

Extracting Features from an Intermediate Layer of a Pretrained ResNet Model in PyTorch (Hard Way)

December 20, 20205 min read

#deep-learning#pytorch#computer-vision#resnet+1
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Deep LearningFrameworks

Keras vs PyTorch

July 24, 20205 min read

#deep-learning#pytorch#keras#python
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Machine LearningFederated Learning

Understanding Federated Learning: Privacy-Preserving Distributed Training

October 15, 20244 min read

#privacy#distributed-systems#pytorch#transformers+1
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