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Finetune: Scikit-learn Style Model Finetuning for NLP
Finetune is a library that allows users to leverage state-of-the-art pretrained NLP models for a wide variety of downstream tasks.
natural-language-processing finetuning pretraining transformers
A Survey of Long-Term Context in Transformers
Over the past two years the NLP community has developed a veritable zoo of methods to combat expensive multi-head self-attention.
transformers multi-head-attention attention natural-language-processing
Learning to See before Learning to Act: Visual Pre-training
We find that pre-training on vision tasks significantly improves generalization and sample efficiency for learning to manipulate objects.
computer-vision transfer-learning robotics affordance
Debugging Neural Networks with PyTorch and W&B
A closer look at debugging common issues when training neural networks.
debugging experiment-tracking wandb pytorch
Custom Classifier on Top of Bert-like Language Model
Take pre-trained language model and build custom classifier on top of it.
bert language-modeling pytorch pytorch-lightning
BachGAN: High-Res Image Synthesis from Salient Object Layout
We propose a new task towards more practical application for image generation - high-quality image synthesis from salient object layout.
generative-adversarial-networks salient-object-layout image-generation image-synthesis
Advanced Native Python Features Behind PyTorch
Learn about the advanced python native features powering the PyTorch API
python pytorch
Neural Encryption Networks
I used a multiple autoencoders to effectively encode and encrypt text data. These provide encryption for user defined bits. As proof of concept 8 and 9 ...
deep-learning neural-cryptography machine-learning cyber-security
Self-Supervision with FastAI
A tutorial of rotation-based self-supervision using FastAI2 & PyTorch!
self-supervised-learning fastai pytorch
SOLT: Data Augmentation for Deep Learning
Data augmentation library for Deep Learning, which supports images, segmentation masks, labels and key points.
data-augmentation image-segmentation deep-learning pytorch
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