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How the "Number of Workers" Parameter in PyTorch DataLoader Actually Works

Last Updated: 14 September 2024

When workingwith large datasetsin PyTorch, efficientdata loadingbecomes crucialto ensure thatthe GPU is keptbusy and thetraining processis not bottlenecked bydata retrieva...read more

AI-ML-DS With Python

Difference Between "Hidden" and "Output" in PyTorch LSTM

Last Updated: 21 April 2025

Long Short-Term Memory (LSTM) networks are a type of recurrent neural network (RNN) that are widely used for sequence prediction tasks. In PyTorch, the nn.LSTM module is a...read more

AI-ML-DS With Python

How to Flatten Input in nn.Sequential in PyTorch

Last Updated: 16 September 2024

One of the essential operations in neural networks, especially when transitioning from convolutional layers to fully connected layers, is flattening. Flattening transforms...read more

AI-ML-DS With Python

Convert PyTorch Tensor to Python List

Last Updated: 16 September 2024

PyTorch, a widely-used open-source machine learning library, is known for its flexibility and ease of use in building deep learning models. A fundamental component of PyTo...read more

Machine Learning

AI-ML-DS With Python

What Does model.train() Do in PyTorch?

Last Updated: 14 September 2024

A crucial aspect of training a model in PyTorch involves setting the model to the correct mode, either training or evaluation. This article delves into the purpose and fun...read more

AI-ML-DS With Python

Image Super-Resolution with ESRGAN using PyTorch

Last Updated: 19 September 2024

Image Super-Resolution (ISR) involves improving the quality of images by increasing their resolution, creating superior images from lower resolution versions. ESRGAN, an a...read more

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AI-ML-DS With Python

Style Transfer with Fast.ai

Last Updated: 08 October 2024

Creating visually stunning images by blending the content of one image with the artistic style of another has captivated artists and technologists alike. This technique, k...read more

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AI-ML-DS With Python

Building a Vision Transformer from Scratch in PyTorch

Last Updated: 03 October 2024

Vision Transformers (ViTs) have revolutionized the field of computer vision by leveraging transformer architecture, which was originally designed for natural language proc...read more

AI-ML-DS With Python

Convert Pytorch model to tf-lite with onnx-tf

Last Updated: 07 October 2024

The increasing demand for deploying machine learning models on mobile and edge devices has led to the necessity of converting models into formats that are optimized for su...read more

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Machine Learning

Reproducibility in PyTorch

Last Updated: 03 October 2024

Reproducibility is a critical aspect of scientific research and machine learning. It ensures that results can be replicated by other researchers, leading to more robust an...read more

AI-ML-DS With Python

Building a Basic Neural ODE Model

Last Updated: 09 October 2024

\frac{d h(t)}{dt} = f(h(t), t, \theta)Neural Ordinary Differential Equations (Neural ODEs) represent a significant advancement in the field of machine learning, offering a...read more

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AI-ML-DS With Python

PyTorch Tutorial

Last Updated: 01 March 2025

PyTorch is an open-source deep learning framework designed to simplify the process of building neural networks and machine learning models. With its dynamic computation gr...read more

AI-ML-DS With Python

What is Layer Normalization?

Last Updated: 01 May 2025

Layer Normalization stabilizes and accelerates the training process in deep learning. In typical neural networks, activations of each layer can vary drastically which lead...read more

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AI-ML-DS With Python

Scientific Computing with Python

Last Updated: 25 February 2025

Scientific computing refers to the use of computational techniques and tools to solve scientific and engineering problems. Python has become one of the most popular langua...read more

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Python-matplotlib

Introduction to PyTorch Geometric

Last Updated: 03 July 2025

PyTorch Geometric (PyG) is a popular extension library for PyTorch that makes it easy to build and train Graph Neural Networks (GNNs). It provides efficient tools and data...read more

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