PAIR-code/deeplearnjsArchived

• facebookresearch/flashlight

  facebookresearch/flashlight

  5,443Vezi pe GitHub↗

  Flashlight is a C++ machine learning library and deep learning framework designed for building and training neural networks. It functions as a tensor manipulation library and an automatic differentiation engine that tracks operations to calculate gradients via backpropagation for model optimization. The project is distinguished by its role as a distributed training framework, utilizing all-reduce gradient synchronization and distributed environments to scale machine learning workloads across multiple nodes and devices. It features a backend-agnostic memory interface and RAII-based management

  C++

  Vezi pe GitHub↗5,443
• tensorflow/tfjs-core

  tensorflow/tfjs-core

  8,437Vezi pe GitHub↗

  TensorFlow.js is a JavaScript machine learning library and browser-based runtime used to build, train, and execute models. It functions as a WebGL accelerated tensor engine, providing a foundation for high-performance linear algebra operations and an automatic differentiation framework for computing gradients. The project distinguishes itself through its ability to run machine learning directly in web environments, supporting both client-side inference and browser-based training. It enables the deployment of Python-based models by converting Keras or TensorFlow models into compatible formats

  TypeScriptdeep-learningdeep-neural-networksgpu-acceleration

  Vezi pe GitHub↗8,437
• xiaotudui/pytorch-tutorial

  xiaotudui/pytorch-tutorial

  4,195Vezi pe GitHub↗

  This project is a PyTorch deep learning tutorial and educational resource. It provides a structured curriculum and step-by-step guides for designing, training, and validating neural networks from scratch. The resource includes specific guides on computer vision implementation, focusing on object detection and image classification using convolutional neural networks. It also provides instructions for optimizing model performance through hardware acceleration to reduce training time. The materials cover the full model development lifecycle, including tensor operations, image dataset preparatio

  Pythonpytorchpytorch-tutorial

  Vezi pe GitHub↗4,195
• tingsongyu/pytorch_tutorial

  TingsongYu/PyTorch_Tutorial

  8,018Vezi pe GitHub↗

  This project is a comprehensive collection of educational examples and reference implementations for building vision and language models using PyTorch. It serves as a deep learning tutorial covering the end-to-end process of developing neural networks, from initial architecture definition to final production deployment. The repository provides detailed guides on implementing a wide range of domain-specific models, including convolutional neural networks for object detection and segmentation, as well as transformer and recurrent architectures for natural language processing. It emphasizes gene

  Python

  Vezi pe GitHub↗8,018

Frequently asked questions