torch - Tensors and Neural Networks with 'GPU' Acceleration
Provides functionality to define and train neural networks similar to 'PyTorch' by Paszke et al (2019) <doi:10.48550/arXiv.1912.01703> but written entirely in R using the 'libtorch' library. Also supports low-level tensor operations and 'GPU' acceleration.
Last updated 8 days ago
autograddeep-learningtorchcpp
16.50 score 521 stars 39 dependents 1.4k scripts 7.7k downloadsluz - Higher Level 'API' for 'torch'
A high level interface for 'torch' providing utilities to reduce the the amount of code needed for common tasks, abstract away torch details and make the same code work on both the 'CPU' and 'GPU'. It's flexible enough to support expressing a large range of models. It's heavily inspired by 'fastai' by Howard et al. (2020) <arXiv:2002.04688>, 'Keras' by Chollet et al. (2015) and 'PyTorch Lightning' by Falcon et al. (2019) <doi:10.5281/zenodo.3828935>.
Last updated 7 months ago
9.86 score 89 stars 4 dependents 318 scripts 1.4k downloadstorchvision - Models, Datasets and Transformations for Images
Provides access to datasets, models and preprocessing facilities for deep learning with images. Integrates seamlessly with the 'torch' package and it's 'API' borrows heavily from 'PyTorch' vision package.
Last updated 7 months ago
9.74 score 65 stars 6 dependents 313 scripts 2.1k downloadssafetensors - Safetensors File Format
A file format for storing tensors that is secure (doesn't allow for code execution), fast and simple to implement. 'safetensors' also enables cross language and cross frameworks compatibility making it an ideal format for storing machine learning model weights.
Last updated 7 months ago
6.50 score 9 stars 38 dependents 13 scripts 4.7k downloadstorchdatasets - Ready to Use Extra Datasets for Torch
Provides datasets in a format that can be easily consumed by torch 'dataloaders'. Handles data downloading from multiple sources, caching and pre-processing so users can focus only on their model implementations.
Last updated 23 days ago
5.65 score 15 stars 99 scripts 471 downloadstabulate - Pretty Console Output for Tables
Generates pretty console output for tables allowing for full customization of cell colors, font type, borders and many others attributes. It also supports 'multibyte' characters and nested tables.
Last updated 3 years ago
cpp
5.29 score 39 stars 33 scripts 3.1k downloadscuda.ml - R Interface for the RAPIDS cuML Suite of Libraries
R interface for RAPIDS cuML (<https://github.com/rapidsai/cuml>), a suite of GPU-accelerated machine learning libraries powered by CUDA (<https://en.wikipedia.org/wiki/CUDA>).
Last updated 3 years ago
gpumachine-learningcpp
5.29 score 34 stars 57 scripts 146 downloadstfevents - Write Events for 'TensorBoard'
Provides a convenient way to log scalars, images, audio, and histograms in the 'tfevent' record file format. Logged data can be visualized on the fly using 'TensorBoard', a web based tool that focuses on visualizing the training progress of machine learning models.
Last updated 9 months ago
protobufcpp
4.48 score 10 stars 10 scripts 849 downloadshfhub - Hugging Face Hub Interface
Provides functionality to download and cache files from 'Hugging Face Hub' <https://huggingface.co/models>. Uses the same caching structure so files can be shared between different client libraries.
Last updated 7 months ago
4.28 score 16 stars 24 scripts 278 downloadspixels - Tools for Working with Image Pixels
Provides tools to show and draw image pixels using 'HTML' widgets and 'Shiny' applications. It can be used to visualize the 'MNIST' dataset for handwritten digit recognition or to create new image recognition datasets.
Last updated 4 years ago
4.27 score 31 stars 12 scripts 212 downloadsrslp - A Stemming Algorithm for the Portuguese Language
Implements the "Stemming Algorithm for the Portuguese Language" <DOI:10.1109/SPIRE.2001.10024>.
Last updated 5 years ago
4.10 score 21 stars 12 scripts 169 downloadscloudml - Interface to the Google Cloud Machine Learning Platform
Interface to the Google Cloud Machine Learning Platform <https://cloud.google.com/ml-engine>, which provides cloud tools for training machine learning models.
Last updated 6 years ago
3.85 score 141 scripts 843 downloadstorchvisionlib - Additional Operators for Image Models
Implements additional operators for computer vision models, including operators necessary for image segmentation and object detection deep learning models.
Last updated 1 years ago
cpp
3.77 score 9 stars 13 scripts 212 downloadstfdeploy - Deploy 'TensorFlow' Models
Tools to deploy 'TensorFlow' <https://www.tensorflow.org/> models across multiple services. Currently, it provides a local server for testing 'cloudml' compatible services.
Last updated 6 years ago
3.64 score 44 scripts 140 downloadsptwikiwords - Words Used in Portuguese Wikipedia
Contains a dataset of words used in 15.000 randomly extracted pages from the Portuguese Wikipedia (<https://pt.wikipedia.org/>).
Last updated 8 years ago
3.30 score 4 stars 6 scripts 115 downloadswav - Read and Write WAV Files
Efficiently read and write Waveform (WAV) audio files <https://en.wikipedia.org/wiki/WAV>. Support for unsigned 8 bit Pulse-code modulation (PCM), signed 12, 16, 24 and 32 bit PCM and other encodings.
Last updated 2 years ago
audiowavcpp
2.70 score 1 stars 6 scripts 602 downloadsmadgrad - 'MADGRAD' Method for Stochastic Optimization
A Momentumized, Adaptive, Dual Averaged Gradient Method for Stochastic Optimization algorithm. MADGRAD is a 'best-of-both-worlds' optimizer with the generalization performance of stochastic gradient descent and at least as fast convergence as that of Adam, often faster. A drop-in optim_madgrad() implementation is provided based on Defazio et al (2020) <arxiv:2101.11075>.
Last updated 4 years ago
1.70 score 8 scripts 119 downloads