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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
Debugging Neural Networks with PyTorch and W&B
A closer look at debugging common issues when training neural networks.
debugging experiment-tracking wandb pytorch
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
Flax: Google’s Open Source Approach To Flexibility In ML
A gentle introduction to Flax: a neural network library for JAX that is designed for flexibility.
flax jax deep-learning library
Visual Paper Summary: ALBERT(A Lite BERT)
An illustrated summary of ALBERT paper and how it improves BERT and makes it resource efficient
natural-language-processing research
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
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
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
The Illustrated SimCLR Framework
A visual introduction to SimCLR: A Simple Framework for Contrastive Learning of Visual Representations.
simclr illustrated self-supervised-learning contrastive-learning
Advanced Native Python Features Behind PyTorch
Learn about the advanced python native features powering the PyTorch API
python pytorch
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