Open Source Alternatives
Open source alternatives to TensorFlow
Open source alternatives to TensorFlow, ranked by GitHub stars and freshness.
12 open-source alternatives in the index, ranked by GitHub stars and freshness.
PyTorch
Community
Tensors and Dynamic neural networks in Python with strong GPU acceleration
Alternative to Tensorflow, Jax, Paddlepaddle +1 more
Best for: ML researchers and engineers building custom neural network architectures with GPU training needs
Jax
Community
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
Alternative to Tensorflow, Pytorch
Best for: Researchers and engineers building custom numerical algorithms that need automatic differentiation and hardware acceleration.
Caffe
Community
Caffe: a fast open framework for deep learning.
Alternative to Tensorflow, Pytorch, Keras +2 more
Best for: Teams building production computer vision systems who prioritize inference speed and have existing Caffe expertise
PaddlePaddle
Community
PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
Alternative to Tensorflow, Pytorch, Caffe +2 more
Best for: Teams building large-scale production ML systems who need distributed training and cross-platform deployment out of the box
Apache MXNet
Community
Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
Alternative to Tensorflow, Pytorch
Best for: Teams building distributed training pipelines or mobile ML applications who need multi-language flexibility
Candle
Community
Minimalist ML framework for Rust
Alternative to Pytorch, Tensorflow
Best for: Rust developers building production ML systems where safety and performance matter more than rapid prototyping
TVM
Community
Open Machine Learning Compiler Framework
Alternative to Tensorflow, Pytorch
Best for: ML engineers deploying models to resource-constrained or heterogeneous hardware environments
Oneflow
Community
OneFlow is a deep learning framework designed to be user-friendly, scalable and efficient.
Alternative to Tensorflow, Pytorch, Jax +1 more
Best for: Developers who need a high-performance, scalable deep learning framework and are comfortable with C++
MegEngine
Community
MegEngine 是一个快速、可拓展、易于使用且支持自动求导的深度学习框架
Alternative to Tensorflow, Pytorch
Best for: Developers building custom deep learning models in C++ who need high performance and scalability
MindSpore
Community
MindSpore is a new open source deep learning training/inference framework that could be used for mobile, edge and cloud scenarios.
Alternative to Tensorflow, Pytorch, Keras +2 more
Best for: Developers seeking an open source deep learning framework for cross-platform deployment from edge to cloud
VectorFlow
Community
A minimalist neural network library optimized for sparse data and single machine environments.
Alternative to Tensorflow, Pytorch, Keras +1 more
Best for: Developers building lightweight neural network models for observability on a single machine
Forward
Community
A library for high performance deep learning inference on NVIDIA GPUs.
Alternative to Tensorflow, Pytorch
Best for: Developers needing high performance deep learning inference on NVIDIA GPUs in C++ environments