List: General NLP | Curated by Ala Falaki, PhD | Medium

Ala Falaki, PhD

Feb 17, 2023

7 stories

General NLP

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Towards AI

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Ala Falaki, PhD

How to use the Huggingface 🤗 Evaluate Library in Action (With Batching)

The Evaluate library is compelling; however, it was confusing the first time I wanted to try it. It threw an OOM error by applying it to…

Feb 17, 2023

How to use the Huggingface 🤗 Evaluate Library in Action (With Batching)

Feb 17, 2023

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Towards AI

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Ala Falaki, PhD

How To Do Effective Paraphrasing Using Huggingface and Diverse Beam Search? (T5, Pegasus,…)

The available paraphrasing models usually don’t perform as advertised. However, some techniques can help you easily get the most out of…

Sep 12, 2022

How To Do Effective Paraphrasing Using Huggingface and Diverse Beam Search? (T5, Pegasus,…)

Sep 12, 2022

Ala Falaki, PhD

How to use [HuggingFace’s] Transformers Pre-Trained tokenizers?

Whether you are using traditional Natural Language Processing (NLP) algorithms or state-of-the-art Deep Neural Networks architectures…

Mar 17, 2021

Basically, the character level will break-down each character in a sequence and look at each character as a token. The word level method will see each word as a token, but the sub-word level is more advance and has the ability to break-down complex words like “tokenizing” to a combination of “token” + “izing”

Mar 17, 2021

Ala Falaki, PhD

How to load any Huggingface [Transformer] model and use them?

Consider this article as part 2 of my previous post, “How to use [HuggingFace’s] Transformers Pre-Trained tokenizers?”, where I attempted…

Mar 20, 2021

You can see the list of all models in the Huggingface website. The picture contains the model names.

Mar 20, 2021

Ala Falaki, PhD

Sentiment Analysis by Fine-Tuning BERT [feat. Huggingface’s Trainer class]

Fine-tune transformer-based models (BERT, XLNet, GPT-2, DistilBERT, T5, BART, …) for sentiment analysis with Huggingface Trainer function.

Mar 31, 2021

Sentiment Analysis by Fine-Tuning BERT [feat. Huggingface’s Trainer class]

Mar 31, 2021

In

Towards AI

by

Ala Falaki, PhD

How to use Huggingface Datasets? A Guide to Features like Streaming, Metrics, Map, Concatenate,…

A handy library to load the datasets, easily manipulate them, and evaluate your results using implementations of well-known metrics.

Feb 24, 2022

How to use Huggingface Datasets? A Guide to Features like Streaming, Metrics, Map, Concatenate,…

Feb 24, 2022

Ala Falaki, PhD

What are the differences in Pre-Trained Transformer-base models like BERT, DistilBERT, XLNet, GPT…

This article is a cheat sheet of well-known Transformer-based models. Trying to explain their uniqueness (while they are all based on…

May 19, 2021

The image is asking “What makes each Transformer-base model unique?”

May 19, 2021

Ala Falaki, PhD

Ala Falaki, PhD

Technical Editor @ Towards AI - Write about NLP here. Let's talk on Twitter! https://nlpiation.github.io/

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