What is Hummingbird?
It is a library for compiling trained traditional ML models into tensor computations. It allows users to seamlessly leverage neural network frameworks (such as PyTorch) to accelerate traditional ML models.
Hummingbird is a tool in the Machine Learning Tools category of a tech stack.
Hummingbird is an open source tool with 3.3K GitHub stars and 272 GitHub forks. Here’s a link to Hummingbird's open source repository on GitHub
Who uses Hummingbird?
Developers
4 developers on StackShare have stated that they use Hummingbird.
Hummingbird Integrations
Linux, PyTorch, scikit-learn, Windows, and macOS are some of the popular tools that integrate with Hummingbird. Here's a list of all 6 tools that integrate with Hummingbird.
Hummingbird's Features
- Current and future optimizations implemented in neural network frameworks
- Native hardware acceleration
- Convert your trained traditional ML models into PyTorch
Hummingbird Alternatives & Comparisons
What are some alternatives to Hummingbird?
Woodpecker
It is a document automation platform and suite that empowers users to cut document prep time in half by automatically converting existing documents to standardized smart-templates.
Mantis
It is a free web-based bug tracking system. It provides a delicate balance between simplicity and power. Users are able to get started in minutes and start managing their projects while collaborating with their teammates and clients effectively.
TensorFlow
TensorFlow is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API.
PyTorch
PyTorch is not a Python binding into a monolothic C++ framework. It is built to be deeply integrated into Python. You can use it naturally like you would use numpy / scipy / scikit-learn etc.
scikit-learn
scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.