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Getting started with JAX (MLPs, CNNs & RNNs)
Learn the building blocks of JAX and use them to build some standard Deep Learning architectures (MLP, CNN, RNN, etc.).
jax xla autograd tpu
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
The Illustrated Self-Supervised Learning
A visual introduction to self-supervised learning methods in Computer Vision
self-supervised-learning semi-supervised-learning computer-vision
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
ELECTRA: Pre-training Text Encoders as Discriminators
PyTorch implementation of the electra model from the paper: ELECTRA - Pre-training Text Encoders as Discriminators Rather Than Generators
language-modeling discriminators generators pytorch
Positive and Unlabeled Materials Machine Learning
PUMML is a code that uses semi-supervised machine learning to classify materials from only positive and unlabeled examples.
machine-learning semi-supervised-learning materials informatics
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
Mention Classifier
Category prediction model This repo contains AllenNLP model for prediction of Named Entity categories by its mentions.
natural-language-processing named-entity-recognition mention-classification
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