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NumPy VS Ubuntu Touch

Compare NumPy VS Ubuntu Touch and see what are their differences

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NumPy logo NumPy

NumPy is the fundamental package for scientific computing with Python

Ubuntu Touch logo Ubuntu Touch

Read more about Ubuntu Touch. Our free and open source mobile OS is made and maintained by UBports! We care about your freedom and privacy.
  • NumPy Landing page
    Landing page //
    2023-05-13
  • Ubuntu Touch Landing page
    Landing page //
    2021-12-18

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.

Ubuntu Touch features and specs

  • Open Source
    Ubuntu Touch is an open-source project, which means its source code is freely available for anyone to inspect, modify, and improve. This can lead to enhanced security and flexibility.
  • Privacy-focused
    Ubuntu Touch places a strong emphasis on privacy and does not track user data. This can be appealing for users who are concerned about data privacy and security.
  • No Bloatware
    Unlike many other mobile operating systems, Ubuntu Touch does not come pre-loaded with unnecessary applications, providing a cleaner, more efficient user experience.
  • Convergence
    Ubuntu Touch aims for seamless convergence between devices, allowing for a more unified experience across smartphones, tablets, and desktops.
  • Community Support
    The operating system is backed by a strong community of developers and users who contribute to its development, provide support, and create a variety of applications.

Possible disadvantages of Ubuntu Touch

  • Limited App Availability
    The app ecosystem for Ubuntu Touch is significantly smaller than that of Android or iOS, which may limit the choice and availability of popular applications.
  • Hardware Compatibility
    Ubuntu Touch is only compatible with a limited number of devices. This can make it difficult for users to find supported hardware.
  • Performance Issues
    Some users report that Ubuntu Touch may not be as smooth or performant as other operating systems, especially on older or lower-end devices.
  • Learning Curve
    Users who are accustomed to Android or iOS might find Ubuntu Touch's user interface and functionalities different and potentially challenging to adapt to initially.
  • Limited Commercial Support
    There is limited commercial support for Ubuntu Touch. Users primarily rely on community support, which might not be sufficient for all needs, especially in a business environment.

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.

Analysis of Ubuntu Touch

Overall verdict

  • Ubuntu Touch is a compelling choice for tech enthusiasts and privacy-conscious users who are comfortable with Linux-based systems and appreciate open-source software. It is not as polished or app-rich as mainstream mobile operating systems like iOS or Android due to its smaller market share and developer base. Therefore, while it may not be suitable for everyone, particularly those reliant on mainstream app ecosystems, it provides a viable, privacy-focused alternative for users willing to embrace its unique attributes.

Why this product is good

  • Ubuntu Touch is a mobile operating system based on Ubuntu Linux, developed by UBports. It is designed to be open-source, privacy-focused, and offers a unique convergence feature that allows users to connect their devices to a keyboard, mouse, and monitor to use it as a desktop computer. It is particularly appealing to users who value data privacy, software transparency, and who support open-source ecosystems. Ubuntu Touch also allows users to escape the iOS and Android duopoly, offering an alternative that aligns with open-source principles. Additionally, the OS is known for its customizable user interface, the ability to run Linux applications, and its supportive community.

Recommended for

  • Tech enthusiasts who are experienced with Linux
  • Privacy-conscious users seeking an alternative to Android and iOS
  • Supporters of open-source software and communities
  • Users interested in a convergence feature to transform their mobile device into a desktop experience
  • Developers and hobbyists seeking a platform for experimentation

NumPy videos

+ Add

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

Ubuntu Touch videos

+ Add

REVIEW: Ubuntu Touch Smartphone OS!

More videos:

  • Review - Ubuntu Touch OS - Community Requested Overview
  • Review - Ubuntu Touch OS Review || Amazing Feautures || MultiTasking || Latest Version 2020 || Must Watch..

Category Popularity

0-100% (relative to NumPy and Ubuntu Touch)

NumPy

Ubuntu Touch

Data Science And Machine Learning
100 100%
Data Science And Machine Learning
0% 0
Mobile OS
0 0%
Mobile OS
100% 100
Data Science Tools
100 100%
Data Science Tools
0% 0
Mobile SDK
0 0%
Mobile SDK
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 Ubuntu Touch

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.
Source: www.analyticsvidhya.com
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

Ubuntu Touch Reviews

Top 5 Mobile Operating Systems 2023 (Alternatives to Android)
With this one, you will get everything you need such as all the different types of applications services purposes like communication, music, messaging, navigation, games, and so forth. In this, privacy is ensured. Some of the key pros and cons of Ubuntu Touch are-
Source: www.pcmobitech.com
Best Open Source Android Alternative OS for Smartphones
It is also capable of functioning as a desktop computer in “desktop mode”. The Ubuntu Touch OS also comes with all basic pre-loaded apps like messaging, calendar, Telegram, music app, weather, maps, and more. Overall, this OS is quite good and can be customized according to the smartphone manufacturer and user need.
Source: www.getdroidtips.com
Android Alternative: Top 12 Mobile Operating Systems
The UBports community also claims that none of your data leaves your device unless you explicitly allow it which is a good thing from the privacy point of view. Currently, Ubuntu Touch supports PinePhone, PineTab, Fairphone, Volla, Nexus 5, and OnePlus One. There are also 81 devices that are community supported so in terms of device support, Ubuntu Touch excels. Not to...
Source: beebom.com
Open Source Mobile OS Alternatives To Android
With UBports’ efforts, Ubuntu Touch gets some updates. There are a handful of devices that are supported by Ubuntu Touch. You can see the list here.
Source: itsfoss.com

Social recommendations and mentions

Based on our record, NumPy should be more popular than Ubuntu Touch. It has been mentiond 119 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 (119)

  • Building an AI-powered Financial Data Analyzer with NodeJS, Python, SvelteKit, and TailwindCSS - Part 0
    The AI Service will be built using aiohttp (asynchronous Python web server) and integrates PyTorch, Hugging Face Transformers, numpy, pandas, and scikit-learn for financial data analysis. - Source: dev.to / 5 months ago
  • F1 FollowLine + HSV filter + PID Controller
    This library provides functions for working in domain of linear algebra, fourier transform, matrices and arrays. - Source: dev.to / 9 months ago
  • Intro to Ray on GKE
    The Python Library components of Ray could be considered analogous to solutions like numpy, scipy, and pandas (which is most analogous to the Ray Data library specifically). As a framework and distributed computing solution, Ray could be used in place of a tool like Apache Spark or Python Dask. It’s also worthwhile to note that Ray Clusters can be used as a distributed computing solution within Kubernetes, as... - Source: dev.to / 9 months ago
  • Streamlit 101: The fundamentals of a Python data app
    It's compatible with a wide range of data libraries, including Pandas, NumPy, and Altair. Streamlit integrates with all the latest tools in generative AI, such as any LLM, vector database, or various AI frameworks like LangChain, LlamaIndex, or Weights & Biases. Streamlit’s chat elements make it especially easy to interact with AI so you can build chatbots that “talk to your data.”. - Source: dev.to / 10 months ago
  • A simple way to extract all detected objects from image and save them as separate images using YOLOv8.2 and OpenCV
    The OpenCV image is a regular NumPy array. You can see it shape:. - Source: dev.to / 10 months ago
View more

Ubuntu Touch mentions (31)

  • Trans liberation must be protected at all costs. Protect trans kids. Under no pretext shall arms and ammunition be taken from the working class.
    I know it's not as common and not as good as android forks, but more secure and better privacy Linux operating systems exist for mobile phones as well like Plasma Mobile and Ubuntu Touch. Source: almost 2 years ago
  • Support for Linux distributions added to customrombay.org
    For now, only information about Ubuntu Touch support is available on our website. We plan to extend that to PostmarketOS and NixOS. But which devices does Ubuntu Touch support? For example those:. Source: almost 2 years ago
  • aegsgrsgegsegsg
    She: Finally. I couldn't wait any longer to feel your [Ubuntu Touch](https://ubuntu-touch.io/). I'm feeling both [Fire](https://developer.amazon.com/apps-and-games/devices) and [Harmony](https://www.harmonyos.com/en/)!!! Source: over 2 years ago
  • Need to get talked out of a terrible idea!
    You could always look into Ubuntu touch, Https://ubuntu-touch.io/. Source: over 2 years ago
  • Ubuntu touch, xiamoi redmi note 9
    Ubuntu Touch is being actively worked on by a community of developers. They have been making very impressive progress on an 20.04 LTS-based release that we should see early next year, and they have a Telegram channel with updates as well as a monthly update and Q&A session on YouTube, plus blogs, a forum, governance bodies, and basically everything else you'd expect from a very ambitions development effort. Source: over 2 years ago
View more

What are some alternatives?

When comparing NumPy and Ubuntu Touch, 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.

LineageOS - Operating system for smartphones and tablet computers, based on the Android

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

GrapheneOS - GrapheneOS is an open source privacy and security focused mobile OS with Android app compatibility.

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

Android - Android is an open source mobile operating system initially released by Google in 2008 and has since become of the most widely used operating systems on any platform.

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