#nlp

4 articles with this tag.

From Words to Intelligence: Building an MLP Classifier on Pretrained Sentence Embeddings

A deep dive into pretrained sentence embeddings, MLP architecture, BatchNorm, Dropout, Adam, and early stopping — with full PyTorch implementation.

April 20, 202625 min read

#pytorch#nlp#deep-learning

TF-IDF + Logistic Regression: The Classical ML Baseline You Should Try First

intermediateMachine Learning Basics

Before reaching for LLMs or neural networks for text classification, try the boring thing. Here's how TF-IDF + Logistic Regression works, why it's often embarrassingly competitive, and where it breaks.

April 19, 202610 min read

#tf-idf#logistic-regression#sklearn

Chunking in RAG — Breaking Text the Right Way

intermediateRAG Engineering

Guide to text chunking strategies, why they matter, and how to pick the right one for your RAG project.

April 12, 202610 min read

#rag#chunking#embeddings

Understanding Transformers: The Architecture Behind Modern AI

intermediateDeep Learning

A comprehensive guide to understanding the Transformer architecture that powers GPT, BERT, and other modern language models.

April 12, 202612 min read

#transformers#deep-learning#nlp