Software Alternatives, Accelerators & Startups

NumPy VS Public.com

Compare NumPy VS Public.com and see what are their differences

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NumPy logo NumPy

NumPy is the fundamental package for scientific computing with Python

Public.com logo Public.com

Buy any stock with any amount of money. Commission-free.
  • NumPy Landing page
    Landing page //
    2023-05-13
  • Public.com Landing page
    Landing page //
    2023-10-01

Public.com

Website
public.com
$ Details
-
Release Date
2018 January
Startup details
Country
United States
State
New York
City
New York
Founder(s)
Jannick Malling
Employees
250 - 499

NumPy features and specs

  • Performance
    NumPy operations are executed with highly optimized C and Fortran libraries, making them significantly faster than standard Python arithmetic operations, especially for large datasets.
  • Versatility
    NumPy supports a vast range of mathematical, logical, shape manipulation, sorting, selecting, I/O, and basic linear algebra operations, making it a versatile tool for scientific and numeric computing.
  • Ease of Use
    NumPy provides an intuitive, easy-to-understand syntax that extends Python's ability to handle arrays and matrices, lowering the barrier to performing complex scientific computations.
  • Community Support
    With a large and active community, NumPy offers extensive documentation, tutorials, and support for troubleshooting issues, as well as continuous updates and enhancements.
  • Integrations
    NumPy integrates seamlessly with other libraries in Python's scientific stack like SciPy, Matplotlib, and Pandas, facilitating a streamlined workflow for data science and analysis tasks.

Possible disadvantages of NumPy

  • Memory Consumption
    NumPy arrays can consume large amounts of memory, especially when working with very large datasets, which can become a limitation on systems with limited memory capacity.
  • Learning Curve
    For users new to scientific computing or coming from different programming backgrounds, understanding the intricacies of NumPy's operations and efficient usage can take time and effort.
  • Limited GPU Support
    NumPy primarily runs on the CPU and doesn't natively support GPU acceleration, which can be a disadvantage for extremely compute-intensive tasks that could benefit from parallel processing.
  • Dependency on Python
    Since NumPy is a Python library, it depends on the Python runtime environment. This can be a limitation in environments where Python is not the primary language or isn't supported.
  • Indexing Complexity
    Although NumPy's slicing and indexing capabilities are powerful, they can sometimes be complex or unintuitive, especially for multi-dimensional arrays, leading to potential errors and confusion.

Public.com features and specs

  • Commission-Free Trading
    Public.com offers commission-free trading, which means users can buy and sell stocks without incurring transaction fees, making investing more accessible.
  • Social Investing Platform
    The platform integrates social media elements that allow users to follow other investors, share insights, and discover new investment opportunities through a community-driven approach.
  • Fractional Shares
    Public.com enables users to purchase fractional shares, which allows for diversification even with smaller amounts of capital by buying portions of expensive stocks.
  • Educational Resources
    Public.com offers various educational tools and resources designed to help new investors learn the basics of investing and make informed decisions.

Possible disadvantages of Public.com

  • Limited Investment Options
    Compared to some other platforms, Public.com has a more limited range of investment options, as it primarily focuses on stocks and ETFs, lacking features for options or futures trading.
  • Lack of Advanced Trading Tools
    The platform is not geared towards advanced traders as it lacks sophisticated trading tools and charting capabilities that are available on some other platforms.
  • No Retirement Accounts
    Public.com does not offer retirement accounts such as IRAs, which may be a disadvantage for users looking to invest specifically for retirement.
  • Social Features Overload
    For those who prefer a straightforward investing experience, the social aspects of Public.com could be seen as distractions from the main goal of investing.

Analysis of NumPy

Overall verdict

  • Yes, NumPy is considered good. It is a foundational library in the Python ecosystem for numerical computing and is used globally by researchers, engineers, and data scientists.

Why this product is good

  • NumPy is widely regarded as a good library because it offers fast, flexible, and efficient array handling that is integral to scientific computing in Python. It provides tools for integrating C/C++ and Fortran code, useful linear algebra, random number capabilities, and a vast collection of mathematical functions. Its array broadcasting capabilities and versatility make complex mathematical computations straightforward.

Recommended for

  • Scientists and researchers working with large-scale scientific computations.
  • Data scientists engaged in data analysis and manipulation.
  • Engineers and developers needing performance-optimized mathematical computations.
  • Educators and students in STEM fields.

NumPy videos

Learn NUMPY in 5 minutes - BEST Python Library!

More videos:

  • Review - Python for Data Analysis by Wes McKinney: Review | Learn python, numpy, pandas and jupyter notebooks
  • Review - Effective Computation in Physics: Review | Learn python, numpy, regular expressions, install python

Public.com videos

Public.com Review | UP TO $300 FREE STOCK | Walkthrough | Pros/Cons

More videos:

  • Review - Public.com Review 2021 | Features, Pros & Cons

Category Popularity

0-100% (relative to NumPy and Public.com)
Data Science And Machine Learning
Investing
0 0%
100% 100
Data Science Tools
100 100%
0% 0
Finance
0 0%
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare NumPy and Public.com

NumPy Reviews

25 Python Frameworks to Master
SciPy provides a collection of algorithms and functions built on top of the NumPy. It helps to perform common scientific and engineering tasks such as optimization, signal processing, integration, linear algebra, and more.
Source: kinsta.com
Top 8 Image-Processing Python Libraries Used in Machine Learning
Scipy is used for mathematical and scientific computations but can also perform multi-dimensional image processing using the submodule scipy.ndimage. It provides functions to operate on n-dimensional Numpy arrays and at the end of the day images are just that.
Source: neptune.ai
Top Python Libraries For Image Processing In 2021
Numpy It is an open-source python library that is used for numerical analysis. It contains a matrix and multi-dimensional arrays as data structures. But NumPy can also use for image processing tasks such as image cropping, manipulating pixels, and masking of pixel values.
4 open source alternatives to MATLAB
NumPy is the main package for scientific computing with Python (as its name suggests). It can process N-dimensional arrays, complex matrix transforms, linear algebra, Fourier transforms, and can act as a gateway for C and C++ integration. It's been used in the world of game and film visual effect development, and is the fundamental data-array structure for the SciPy Stack,...
Source: opensource.com

Public.com Reviews

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Social recommendations and mentions

Based on our record, NumPy should be more popular than Public.com. It has been mentiond 122 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

NumPy mentions (122)

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Public.com mentions (47)

  • I reached $10,000 in savings for the first time in my life.
    Another vote for treasuriesโ€ฆ theyโ€™re paying 5.4% atm! I found the treasury.gov site to be super clunky and opted to buy my treasuries (6m short-terms) through Public. Itโ€™s been nice to drip any extra money here and there and it definitely adds up fast. Source: about 3 years ago
  • Possible to earn 4-5% on bond/cash-like assets
    HL allow you to buy bonds, and public.com is another major site. Source: over 3 years ago
  • Welcome to the Official Public Subreddit
    Follow the Public.com community guidelines found here - Failure to comply with these guidelines may result in a temporary or permanent ban. Source: over 3 years ago
  • What's the best trading platform except public.com?
    Unfortunately, public.com is region locked to the USA. Its unavailable in my country, so I'm asking for an alternative. Because Glizzlord has been saying that other trading platforms have bad business models and or steal information and sell it, I'm afraid to pick one on my own. Could the interested in stocks here suggest me a platform to start on? Source: over 3 years ago
  • We the Investors Partners.
    Public.com is an app based brokerage- Open To the Public Investments, Inc, that has existed under numerous names for twenty years or so. Public uses Apex for it's clearing house, they put GME and others onto PCO as a result, during the sneeze. They were, purportedly angry about it. They also stepped back from PFOF as of 2/16/21.... Just after the sneeze. And probably just to get out from the shitstorm of hate... Source: almost 4 years ago
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What are some alternatives?

When comparing NumPy and Public.com, you can also consider the following products

Pandas - Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.

Robinhood - Free stock trading service.

Scikit-learn - scikit-learn (formerly scikits.learn) is an open source machine learning library for the Python programming language.

TradingView - The best charting tool for crypto and stocks

OpenCV - OpenCV is the world's biggest computer vision library

Crypto Price Tracker - An app for all your cryptocurrency needs!