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2 articles with this tag.

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

intermediateDeep Learning

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

Logistic Regression from Scratch in PyTorch: Every Line Explained

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
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