Deep Learning

22 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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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 LearningNeural Networks

Neural Networks — Part 0: A Journey Through Neural Network Architecture

February 14, 20256 min read

#deep-learning#neural-networks#machine-learning#architecture
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Natural Language ProcessingDeep Learning

Research Roundtable [Day 1][Paper 1]— BERT: Bidirectional Encoder Representations from Transformers

August 28, 20245 min read

#nlp#bert#transformers#paper-review+1
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Self-Supervised LearningDeep Learning

Research Roundtable [Day 1][Paper 2] — Big Self-Supervised Models are Strong Semi-Supervised…

August 28, 20243 min read

#deep-learning#self-supervised-learning#simclr#paper-review
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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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Deep LearningDeveloper Tools

Automating Ablation Studies of Deep Learning Models using Batch Script

October 9, 20232 min read

#deep-learning#ablation-study#automation#batch-script
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Computer VisionDeep Learning

Guide to fine-tuning a Pre-trained model for Object Detection tasks with Faster RCNN using…

September 1, 20235 min read

#deep-learning#detectron2#object-detection#faster-rcnn+1
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Deep LearningFrameworks

The Art of Loading Custom Objects and Functions in Keras

August 28, 20233 min read

#deep-learning#keras#tensorflow#model-saving
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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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Deep LearningTensorFlow

Creating a TF Dataset using a Data Generator

August 21, 20212 min read

#deep-learning#tensorflow#data-pipeline#python
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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 LearningComputer Vision

Imbalanced Multilabel Scene Classification using Keras

July 29, 20207 min read

#deep-learning#keras#computer-vision#classification
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Deep LearningFrameworks

Keras vs PyTorch

July 24, 20205 min read

#deep-learning#pytorch#keras#python
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Deep LearningDeveloper Tools

Using Telegram bot to receive Deep Learning model training updates on your mobile device

April 11, 20204 min read

#deep-learning#tensorflow#keras#telegram-bot+1
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Deep LearningMachine Learning

K-Fold Cross Validation for Deep Learning using Keras

March 20, 20205 min read

#deep-learning#keras#machine-learning#cross-validation
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Deep LearningComputer Vision

Building Inception-Resnet-V2 in Keras from scratch

April 10, 20194 min read

#deep-learning#keras#computer-vision#cnn
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