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NumPy VS Pinboard

Compare NumPy VS Pinboard and see what are their differences

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NumPy logo NumPy

NumPy is the fundamental package for scientific computing with Python

Pinboard logo Pinboard

Pinboard is a personal archive for things you find online and don't want to forget.
  • NumPy Landing page
    Landing page //
    2023-05-13
  • Pinboard Landing page
    Landing page //
    2021-10-16

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.

Pinboard features and specs

  • Simplicity
    Pinboard offers a clean, minimalist interface, making it easy to use without unnecessary complexities or distractions.
  • Speed
    The service operates quickly, with fast loading times and efficient bookmarking processes.
  • Privacy
    Pinboard values user privacy and does not serve ads. They also avoid tracking user activity across the web.
  • Data Portability
    Pinboard allows easy export of your bookmarks, enabling you to retain control of your data and migrate it to other platforms if needed.
  • API Availability
    Pinboard provides a robust API, enabling users to integrate their bookmarking activities with other applications and services.
  • Archiving Feature
    For a fee, Pinboard offers an archiving feature that saves a copy of the bookmarked page, ensuring you can access the content even if it gets taken down.
  • No Algorithmic Feeds
    Pinboard does not use algorithmic feeds, so users see an unfiltered, chronological list of their bookmarks.

Possible disadvantages of Pinboard

  • Cost
    Pinboard is not free; it requires a one-time fee for new users, which might deter those looking for completely free solutions.
  • Outdated Interface
    The user interface, while simple, can appear outdated compared to modern web applications, possibly affecting user experience.
  • Limited Social Features
    Pinboard has limited social features and community engagement options, which may not appeal to users seeking more community involvement and sharing capabilities.
  • Learning Curve for API
    While the availability of an API is a pro, it may present a learning curve for users not familiar with APIs, reducing its accessibility to non-developers.
  • Basic Search Functionality
    The search functionality is relatively basic compared to other bookmarking services that offer more advanced search and filter options.
  • No Mobile Apps
    Pinboard does not have official mobile apps, which could be less convenient for users who prefer native mobile applications for bookmarking.

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 Pinboard

Overall verdict

  • Pinboard is a highly regarded bookmarking service, especially for those who appreciate simplicity and privacy. However, it may not be suitable for users seeking more interactive or collaborative features found in social bookmarking platforms.

Why this product is good

  • Pinboard is a minimalist bookmarking service valued for its simplicity, speed, and ad-free experience. It offers features like saving bookmarks with tags, full-text search, easy import/export of links, and archival of saved pages. The platform is favored by users who prefer a straightforward, reliable tool for managing their online bookmarks without the distraction of social networking features.

Recommended for

  • Users who prefer a minimalist design and fast performance.
  • Individuals looking for a bookmarking tool with strong privacy features.
  • Researchers and digital scholars who need archival capabilities.
  • People who want an ad-free and straightforward bookmarking experience.

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

Pinboard videos

+ Add

Pinboard Bookmarking Review - Part 1

More videos:

  • Review - Using Pinboard to save your digital breadcrumbs as you read online
  • Review - Pinboard Bookmarking Review - Part 2

Category Popularity

0-100% (relative to NumPy and Pinboard)

NumPy

Pinboard

Data Science And Machine Learning
100 100%
Data Science And Machine Learning
0% 0
Bookmarks
0 0%
Bookmarks
100% 100
Data Science Tools
100 100%
Data Science Tools
0% 0
Bookmark Manager
0 0%
Bookmark Manager
100% 100

User comments

Share your experience with using NumPy and Pinboard. For example, how are they different and which one is better?
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Reviews

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

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

Pinboard Reviews

  1. Rory
    · Working at Konstrukt - planeringsverktyg ·
    Simple but effective

    While all the other bookmarking sites have died, pinboard.in remains and is a reliable and handy place to save all those links you love but are sure to otherwise forget.

Pinboard vs. Raindrop: Two bookmark apps enter…
I don’t think Pinboard’s added a feature in ten years. It certainly hasn’t added a feature useful to me in that space of time. A year or so ago I got some Twitter DMs from someone (not Cegłowski) indicating that a refactoring and new features were on the way, but I have heard nothing since and don’t particularly expect to. Its documentation is similarly stale, and so are its...
Source: dsalo.info
11 Pocket Alternatives You Must Try Out!
With this tool, you can organize your pile of links into a clean space. With an easy tag option, finding your bookmarks becomes easier with Pinboard.
Source: blog.elink.io
XMarks is Dead on May 1st, 2018 : firefox
pinboard, $11/yr. It says it's a social bookmarking service but everything is private unless you make it public. I don't think bookmarking pages is done through the browser, though, but you can import your bookmarks and just use pinboard instead.
Source: www.reddit.com
Del.icio.us is closing down. Time for a roundup of alternative bookmark managers.
And as of recent events it was sold again to competing service Pinboard which plans - as I've foreseen this - to shut it down almost completely. Today (June 15, 2017) it will be set to read-only mode without ability to save new bookmarks as to preserve the "fascinating piece of web history" that contains around 1 billion of bookmarks.
Source: serafin.io

Social recommendations and mentions

Based on our record, NumPy should be more popular than Pinboard. 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

Pinboard mentions (72)

  • Mozilla shutdown Pocket on July 8, 2025
    The classic https://pinboard.in/, maybe? I haven't used it, but it tempts me a few times per decade. - Source: Hacker News / 26 days ago
  • Show HN: I made a tool for curating and sharing links as lists
    I think https://pinboard.in/ is the closest living replacement. - Source: Hacker News / 8 months ago
  • Octothorpes: Hashtags for the Open Internet
    Loved del.ico.us, thanks! I'm using https://pinboard.in/ now for bookmarking and it's an amazing piece of small web software. - Source: Hacker News / 8 months ago
  • Ask HN: How do you all manage your bookmarks?
    I use Pinboard for managing bookmarks. The tag system is very nice! Raindrop is another tool in that space, but I haven’t tried it. https://pinboard.in/ https://raindrop.io/. - Source: Hacker News / 10 months ago
  • Ask HN: How do you build a landing page?
    A lot of it is just practice, but the most common tools I see used are Tailwind, React, Framer Motion, and Figma. This is a pretty diverse portfolio. Tailwind especially somehow produces a very distinct type of design imo. I'm not sure all this design is good. Homogeneity is boring, and I think the shock value of something like https://pinboard.in can be just as, if not more valuable than all these fancy... - Source: Hacker News / about 1 year ago
View more

What are some alternatives?

When comparing NumPy and Pinboard, 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.

Raindrop.io - All your articles, photos, video & content from web & apps in one place.

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

Pocket - When you find something you want to view later, put it in Pocket.

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

Diigo - Diigo is a powerful research tool and a knowledge-sharing community

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