NLP

5 articles

Training loss curve showing a language model fine-tuning on domain-specific data with validation checkpoints and early stopping

Fine-Tuning Language Models on Domain-Specific Data

Fine-tune language models on your domain with parameter-efficient LoRA and QLoRA: dataset preparation, training strategies and evaluation, on a small budget.

Jun 30, 2024·5 min read

Diagram showing a pre-trained language model being fine-tuned on domain-specific data to produce specialized outputs for a target task

Artificial Intelligence

Fine-Tuning Language Models for Domain-Specific Tasks

A practical guide to fine-tuning language models on domain data: dataset preparation, training strategies, evaluation and production deployment.

Jul 16, 2023·5 min read

NLP pipeline diagram showing text input flowing through preprocessing, tokenization, embedding, and classification stages

Artificial Intelligence

NLP Pipelines for Production Applications

How to build production-ready NLP pipelines: text preprocessing, tokenization, embeddings, classification and entity extraction in TypeScript and Python.

Jul 3, 2022·5 min read

Diagram of the Transformer architecture showing encoder and decoder blocks with attention layers

Artificial Intelligence

The Transformer Architecture Explained for Developers

A developer-friendly walkthrough of the Transformer architecture behind GPT, BERT and modern LLMs: self-attention, positional encoding, encoder-decoder.

Mar 3, 2022·5 min read

Flowchart showing text processing pipeline from raw input to structured data

Artificial Intelligence

Natural Language Processing Basics for Web Developers

A practical introduction to the NLP concepts web developers need: tokenization, sentiment analysis, named entity recognition and integrating NLP APIs.

Jun 14, 2021·4 min read

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