deep learning

3 articles in this category.

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

Logistic Regression from Scratch in PyTorch: Every Line Explained

intermediateDeep Learning

Build a multi-class classifier in PyTorch without nn.Linear, without optim.SGD, without CrossEntropyLoss. Just tensors, autograd, and arithmetic — so you finally see what those helpers actually do.

April 19, 202615 min read

#pytorch#logistic-regression#autograd

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