Educational
How to Fine-Tune the BERT-Tiny Model with M-FAC

How to Fine-Tune the BERT-Tiny Model with M-FAC

Fine-tuning a pre-trained model can seem daunting, but fear not! In this guide, I will walk you through the process of fine-tuning the BERT-tiny model using the M-FAC optimizer on the SST-2 dataset. Let's dive in! What is M-FAC? M-FAC, or Matrix-Free Approximations of...

A Guide to Fine-Tuning GPT-2 with TaskMaster Datasets

A Guide to Fine-Tuning GPT-2 with TaskMaster Datasets

In the world of artificial intelligence, fine-tuning pre-trained models can unlock remarkable capabilities tailored to specific tasks. In this article, we will delve into how to fine-tune the GPT-2 medium model using the TaskMaster1, TaskMaster2, and TaskMaster3...

How to Fine-Tune the GPT-2 Medium Model on MultiWOZ21

How to Fine-Tune the GPT-2 Medium Model on MultiWOZ21

Fine-tuning a pre-trained model can elevate your AI application to new heights. In this article, we'll walk you through the process of fine-tuning the GPT-2 Medium model using the MultiWOZ21 dataset. If you've been curious about enhancing your natural language...

How to Use the Pre-trained BERT Model for MNLI Tasks

How to Use the Pre-trained BERT Model for MNLI Tasks

If you are venturing into Natural Language Processing (NLP), you might have heard about BERT (Bidirectional Encoder Representations from Transformers), a revolutionary model that has significantly improved the performance of various NLP tasks. In this guide, we will...

How to Train Your Own Random RoBERTa Mini Model

How to Train Your Own Random RoBERTa Mini Model

Welcome to the fascinating world of natural language processing! In this guide, we’ll walk through how to utilize the random-roberta-mini, an unpretrained version of a mini RoBERTa model that can truly spark your creativity and exploration. Understanding the Random...

How to Transform Informal Text into Formal Style Using AI

How to Transform Informal Text into Formal Style Using AI

The evolution of language styles is fascinating, and with the help of artificial intelligence, we can bridge the gap between informal and formal writing. This tutorial will guide you through the process of using the `BigSalmon Informal to Formal Dataset` for text...