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Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Jul 26, 2023 · Artificial Intelligence

Building and Training a Fully Connected Neural Network for Fashion-MNIST Classification with PyTorch

This tutorial demonstrates how to download the Fashion‑MNIST dataset, build a four‑layer fully connected neural network with PyTorch, and train it using loss functions, Adam optimizer, learning‑rate strategies, and Dropout to achieve high‑accuracy multi‑class image classification.

AdamDeep LearningDropout
0 likes · 17 min read
Building and Training a Fully Connected Neural Network for Fashion-MNIST Classification with PyTorch
Model Perspective
Model Perspective
Aug 8, 2022 · Artificial Intelligence

Build a Multi‑Layer Perceptron with Keras: Step‑by‑Step Guide

This tutorial walks through using Keras to create, compile, train, and evaluate a multi‑layer perceptron for image classification on the Fashion MNIST dataset, covering data loading, model construction with the Sequential API, hyperparameter choices, and prediction of new samples.

Deep LearningFashion MNISTKeras
0 likes · 16 min read
Build a Multi‑Layer Perceptron with Keras: Step‑by‑Step Guide
Python Programming Learning Circle
Python Programming Learning Circle
Jan 18, 2022 · Artificial Intelligence

Fashion MNIST Image Classification Using TensorFlow 2.x in Python

This tutorial demonstrates how to load the Fashion MNIST dataset, explore and preprocess the images, build and compile a neural network with TensorFlow 2.x, train the model, evaluate its accuracy, and use the trained model to make predictions on clothing images, providing complete Python code examples throughout.

Deep LearningFashion MNISTPython
0 likes · 16 min read
Fashion MNIST Image Classification Using TensorFlow 2.x in Python