Code Sample import numpy import pandas numpy.random.seed(1234) frame = pandas.DataFrame( data=numpy.random.random((5, 3)) ) print( frame ) # Works print( frame.agg(['mean', 'std']) ) # Expected output print( frame.transpose().agg(['mean'...
NumPy Array operations, mathematical functions Scientific computing Dask Parallel processing Large dataset handling Polars Fast DataFrame operations High performance analytics Vaex Out-of-memory processing Big data exploration Machine learning libraries Machine learning in Python is implemented through specialized ...
tensors and NumPy arrays can oftenshare the same underlying memory, eliminating the need to copy data (see Bridge with NumPy).Tensors are also optimized for automatic differentiation(we’ll see more about that later in the Autograd section). If you’re familiar...
h2o - Helpful H2OFrame class for out-of-memory dataframes. cuDF - GPU DataFrame Library, Intro. cupy - NumPy-like API accelerated with CUDA. ray - Flexible, high-performance distributed execution framework. bottleneck - Fast NumPy array functions written in C. petastorm - Data access library ...
kixistats - A library of statistical distribution sampling and transducing functions fastmath - A collection of functions for mathematical and statistical computing, macine learning, etc., wrapping several JVM libraries matlib - A Clojure library of optimisation and control theory tools and convenience ...
One crucial feature unknown to the Python beginner is how to unpack alist. Whether working with complex data structures, managing multiple return values of functions, or just trying to clean up your code, knowing how tounpack lists in Pythonis helpful. ...
However, if you prefer to implement your solution, recursion, backtracking, and recursive generator functions offer flexible and customizable approaches.Consider the size of your list and the desired combination length when choosing a method, as the number of combinations can grow exponentially. ...
LlamaKit - Collection of must-have functional Swift tools. Oriole - A functional utility belt implemented as Swift protocol extensions. Prelude - Swift µframework of simple functional programming tools. Swiftx - Functional data types and functions for any project. Swiftz - Functional programming ...
NumPy, a library that adds support for the manipulation of large, multi-dimensional arrays and matrices; it also includes a large collection of high-level mathematical functions PAW is a free data analysis package developed at CERN...
QuTiP is open-source software for simulating the dynamics of open quantum systems. The QuTiP library depends on the excellentNumpy,ScipyandCythonnumerical packages. In addition, graphical output is provided byMatplotlibQuTiP aims to provide user-friendly and efficient numerical simulations of a wide var...