Categories: AI/ML Research

Pretrain a BERT Model from Scratch

This article is divided into three parts; they are: • Creating a BERT Model the Easy Way • Creating a BERT Model from Scratch with PyTorch • Pre-training the BERT Model If your goal is to create a BERT model so that you can train it on your own data, using the Hugging Face `transformers` library is the easiest way to get started.

Fine-Tuning a BERT Model

This article is divided into two parts; they are: • Fine-tuning a BERT Model for GLUE Tasks • Fine-tuning a BERT Model for SQuAD Tasks GLUE is a benchmark for evaluating natural language understanding (NLU) tasks.

November 29, 2025

In "AI/ML Research"

BERT Models and Its Variants

This article is divided into two parts; they are: • Architecture and Training of BERT • Variations of BERT BERT is an encoder-only model.

November 23, 2025

In "AI/ML Research"

How to Do Named Entity Recognition (NER) with a BERT Model

This post is in six parts; they are: • The Complexity of NER Systems • The Evolution of NER Technology • BERT's Revolutionary Approach to NER • Using DistilBERT with Hugging Face's Pipeline • Using DistilBERT Explicitly with AutoModelForTokenClassification • Best Practices for NER Implementation The challenge of Named Entity…

February 20, 2025

In "AI/ML Research"

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