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The fundamental package for scientific computing with Python
Powerful N-dimensional arrays
Fast and versatile, the NumPy vectorization, indexing, and broadcasting concepts are the de-facto standards of array computing today.
Numerical computing tools
NumPy offers comprehensive mathematical functions, random number generators, linear algebra routines, Fourier transforms, and more.
NumPy supports a wide range of hardware and computing platforms, and plays well with distributed, GPU, and sparse array libraries.
The core of NumPy is well-optimized C code. Enjoy the flexibility of Python with the speed of compiled code.
Easy to use
NumPy’s high level syntax makes it accessible and productive for programmers from any background or experience level.
Distributed under a liberal
, NumPy is developed and maintained
publicly on GitHub
by a vibrant, responsive, and diverse
Nearly every scientist working in Python draws on the power of NumPy.
NumPy brings the computational power of languages like C and Fortran to Python, a language much easier to learn and use. With this power comes simplicity: a solution in NumPy is often clear and elegant.
NumPy's API is the starting point when libraries are written to exploit innovative hardware, create specialized array types, or add capabilities beyond what NumPy provides.
Array Library Capabilities & Application areas Dask Distributed arrays and advanced parallelism for analytics, enabling performance at scale. CuPy NumPy-compatible array library for GPU-accelerated computing with Python. JAX Composable transformations of NumPy programs: differentiate, vectorize, just-in-time compilation to GPU/TPU. Xarray Labeled, indexed multi-dimensional arrays for advanced analytics and visualization Sparse NumPy-compatible sparse array library that integrates with Dask and SciPy's sparse linear algebra. PyTorch Deep learning framework that accelerates the path from research prototyping to production deployment. TensorFlow An end-to-end platform for machine learning to easily build and deploy ML powered applications. MXNet Deep learning framework suited for flexible research prototyping and production. Arrow A cross-language development platform for columnar in-memory data and analytics. xtensor Multi-dimensional arrays with broadcasting and lazy computing for numerical analysis. XND Develop libraries for array computing, recreating NumPy's foundational concepts. uarray Python backend system that decouples API from implementation; unumpy provides a NumPy API. tensorly Tensor learning, algebra and backends to seamlessly use NumPy, MXNet, PyTorch, TensorFlow or CuPy.
NumPy lies at the core of a rich ecosystem of data science libraries. A typical exploratory data science workflow might look like:
Extract, Transform, Load: Pandas, Intake, PyJanitor Exploratory analysis: Jupyter, Seaborn, Matplotlib, Altair Model and evaluate: scikit-learn, statsmodels, PyMC3, spaCy Report in a dashboard: Pro Specialties Group NBA Carabiner Keychain, Panel, Voila
NumPy forms the basis of powerful machine learning libraries like
scikit-learn and SciPy. As machine learning grows, so does the list of libraries built on NumPy. TensorFlow’s deep learning capabilities have broad applications — among them speech and image recognition, text-based applications, time-series analysis, and video detection. PyTorch, another deep learning library, is popular among researchers in computer vision and natural language processing. MXNet is another AI package, providing blueprints and templates for deep learning.
NumPy is an essential component in the burgeoning
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NumPy’s accelerated processing of large arrays allows researchers to visualize datasets far larger than native Python could handle.