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Part 1: Introducing txtai

Byicyvulcan
11/18/2020
Search

Demo for introducing and using txtai for running similarity searches and building an embeddings index

Data augmentation with transformer models for named entity recognition

Byicyvulcan
11/18/2020
Augmentation
Data

Demo for using a pretrained masked language model to generate more samples for an NER dataset

Gradient Salience: Explaining the Output of a HuggingFace BertForQA model

Byicyvulcan
11/17/2020
Answering
Question

Demo for reviewing the output of BERT Question Answering model in TensorFlow

T5 IMDB Yelp

Byicyvulcan
11/17/2020
Analysis
Sentiment

Demo for training the T5 model on the IMDB and Yelp Polarity Review datasets using TensorFlow

Multi-task Training with Hugging Face Transformers and NLP

Byicyvulcan
11/17/2020
Multi-Task
Training

Demo for conducting multi-task training with the Hugging Face framework. Datasets used are STS-B, RTE and Commonsense QA.

Introduction to the TensorFlow Models NLP library

Byicyvulcan
11/17/2020
Classification
Text

Demo for using the TF NLP Library for building common NLP tasks which includes: pretraining, span labelling and classification

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