https://eletreby.me Stay updated with the latest posts from Rashad Eletreby. https://eletreby.me/blog/named-entity-recognition-with-bert A hands-on guide to implementing a Named Entity Recognition system using BERT and the Hugging Face Transformers library. This tutorial walks through dataset preparation, token-label alignment, model training, and evaluation metrics for NER tasks. Wed, 05 Mar 2025 00:00:00 GMT https://eletreby.me/blog/training-loop Part 4 of the PyTorch introduction series. This final post explores how to implement an effective training loop, connecting your data, model, and computational graph to train robust neural networks. Tue, 04 Mar 2025 00:00:00 GMT https://eletreby.me/blog/understanding-pytorch-computational-graphs Part 3 of the PyTorch introduction series. This post explores computational graphs in PyTorch, how they work, their role in backpropagation, and how autograd makes gradient computation seamless. Mon, 03 Mar 2025 00:00:00 GMT https://eletreby.me/blog/building-a-pytorch-model-class Part 2 of the PyTorch introduction series. This post dives into creating and testing a custom model class in PyTorch, highlighting essential components, the forward pass, and key concepts for defining neural network architectures. Sun, 05 Jan 2025 00:00:00 GMT https://eletreby.me/blog/getting-started-with-pytorch-dataset-and-dataloader Part 1 of a PyTorch introduction series. This post provides an in-depth look at PyTorch's Dataset and DataLoader classes, covering their usage and implementation for managing data efficiently in deep learning projects. Thu, 02 Jan 2025 00:00:00 GMT https://eletreby.me/blog/pyenv-poetry A comprehensive guide to using pyenv and poetry for managing Python environments and dependencies. This post includes a step-by-step tutorial to set up and configure a new Python project efficiently. Sat, 21 Dec 2024 00:00:00 GMT