Deep Learning Articles
Improving Image Classifiers with Supervised Contrastive Learning
Does supervised contrastive learning really outperform cross-entropy
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Plotting Keras History
Saving and plotting the training history of a Keras model
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4
Train HuggingFace models twice as fast
... with dynamic padding and uniform length batching.
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Use GPUs with Keras
A short tutorial on using GPUs for your deep learning models with Keras
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Generate Meaningful Captions for Images with Attention Models
Overview of the milestones in the field of image captioning with attention models.
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Measuring Mode Collapse in GANs
Evaluate and quantitatively measure the GAN failure case of mode collapse
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8
Modern Data Augmentation Techniques for Computer Vision
A comparison between Cutout, mixup, CutMix, and AugMix augmentations and their impact on model robustness.
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5
Hiding In Plain Sight: Deep Steganography
Can we design a neural network to find a full-sized color image hidden inside another image?
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8
Experiments with OpenAI Jukebox
Exploring generative models that create music based on raw audio. Exploring generative models that create music based on raw audio.
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5
Adversarial Latent Autoencoders
Harnessing the latent power of autoencoders, one disentanglement at a time.
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4
Learning Dynamics of RNNs, and Memory Augmented RNNs
Exploratory Analysis of The Learning Dynamics of Recurrent Attentive Models
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4
Learning Dexterity End-to-End
How the OpenAI Robotics Team Uses W&B Reports runs a massive machine learning project.
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4
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