Software Alternatives, Accelerators & Startups

Medium VS NumPy

Compare Medium VS NumPy and see what are their differences

Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Medium logo Medium

Welcome to Medium, a place to read, write, and interact with the stories that matter most to you.

NumPy logo NumPy

NumPy is the fundamental package for scientific computing with Python
  • Medium Landing page
    Landing page //
    2023-07-08
  • NumPy Landing page
    Landing page //
    2023-05-13

Medium features and specs

  • User-Friendly Interface
    Medium offers an easy-to-use interface that makes it simple for anyone to start writing and publishing content without any technical knowledge.
  • Built-in Audience
    The platform has a large and active user base, so new content has the potential to reach a wide audience quickly.
  • Publishing Tools
    Medium provides versatile publishing tools that support text, images, and various media formats, which helps in creating rich and engaging content.
  • SEO Benefits
    Articles posted on Medium tend to rank well in search engine results, thanks to the platform's high domain authority.
  • Community and Interaction
    Medium encourages reader engagement through comments, claps, and highlights, fostering a sense of community among writers and readers.

Possible disadvantages of Medium

  • Monetization
    While Medium has a Partner Program, it may not be as lucrative as other methods of monetization available on independent blogging platforms.
  • Control and Customization
    Medium offers limited customization options compared to dedicated blog platforms like WordPress, restricting how you can brand and personalize your blog.
  • Content Ownership
    By publishing on Medium, you agree to their terms and conditions, which may include giving up some control over how your content is used and distributed.
  • Paywall Issues
    Some articles are placed behind a paywall, which might limit the reach of your content if you want it to be freely accessible to everyone.
  • Dependency on Platform
    Relying solely on Medium means that any changes to the platform's policies or algorithms can directly impact your reach and engagement.

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.

Analysis of Medium

Overall verdict

  • Medium can be considered a good platform for those who enjoy a wide array of content and appreciate quality writing on diverse subjects. However, the value of Medium depends on individual preferences and whether the topics and writing styles align with what the reader is looking for.

Why this product is good

  • Medium offers a diverse range of articles from both professional and amateur writers, providing readers with numerous perspectives on various topics. Its clean user interface and ease of use make it an appealing platform for both writers and readers. The platform also supports monetization for writers, allowing them to earn from their content.

Recommended for

    Medium is recommended for avid readers seeking a variety of topics ranging from personal development to technology. It's also ideal for writers looking to publish their work to a broad audience and potentially earn revenue through the platform's Partner Program.

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.

Medium videos

Medium Review - with Tom Vasel

More videos:

  • Review - Starting a blog on Medium.com? Watch this FIRST.
  • Review - The Medium Review
  • Review - The Medium - Before You Buy
  • Review - I recommend: The Medium (Review)

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

Category Popularity

0-100% (relative to Medium and NumPy)
Blogging
100 100%
0% 0
Data Science And Machine Learning
Blogging Platform
100 100%
0% 0
Data Science Tools
0 0%
100% 100

User comments

Share your experience with using Medium and NumPy. For example, how are they different and which one is better?
Log in or Post with

Reviews

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

Medium Reviews

19 Best WordPress Alternatives in 2025
Medium focuses on thoughtful content and community engagement. It offers a user-friendly interface, a large readership base, and various features for writers and readers.
Source: www.pixpa.com
25+ Medium Alternative Platforms for Publishing Articles
Medium is an online platform that was created in 2012 by Evan Williams. It is a place for people to share their thoughts and ideas on various topics. Medium has about 100 million monthly visitors, which makes it one of the most popular platforms for publishing articles.
Source: forgefusion.io
10 Best Medium Alternatives for Reading and Publishing
From thะต simplicity of Ghost to thะต vะตrsatility of Substack, thะตrะตโ€™s a homะต for ะตvะตryonะต seeking great Medium alternatives. Thะตsะต altะตrnativะตs offะตr a world of possibilitiะตs for rะตadะตrs and authors alikะต. Whะตthะตr youโ€™rะต in sะตarch of a uniquะต platform to sharะต your thoughts or want to read frะตsh contะตnt, thะตsะต platforms havะต somะตthing spะตcial to offะตr. All in all, we...
9 Best Medium Alternatives for Making Money With Your Writing in 2023
Substack and Medium differ primarily in their monetization methods. Medium pays creators based on reader engagement, while Substack enables writers to monetize directly through paid subscriptions to their newsletters. This business model allows Substack users to build a direct relationship with their readers via their email inboxes, whereas Medium interactions primarily...
How to Choose the Best Blogging Platform in 2021 (Compared)
Medium works much like a social networking site where you can create an account and start publishing your articles. After you sign up, youโ€™ll have a profile address like this: https://medium.com/@yourname. But you cannot use your own domain.

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

Social recommendations and mentions

Based on our record, Medium seems to be a lot more popular than NumPy. While we know about 3110 links to Medium, we've tracked only 122 mentions of NumPy. 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.

Medium mentions (3110)

  • Why Go Is an Ideal Language for AI-Assisted Software Engineering
    I'd strongly disagree, Go panic mechanism (but not just in the runtime sense but also in language feature sense) is quite distinct from what we typically understand "exceptions" to mean (which - esp. Depending on language - are not at all just about handling programmer error). I think this is a decent article on exactly this:... - Source: Hacker News / 4 days ago
  • Mars Bar from 1991 found โ€“ and it's 20g bigger than today's
    A solid block does not eat well either. I'm responding to the decline of ice cream products over a long time. Most of what we get now isn't even ice cream. What I make at home is technically frozen custard. https://medium.com/@dapscience/the-encrapification-of-store-bought-ice-cream-2da2d58ee0b9. - Source: Hacker News / 5 days ago
  • Show HN: Tried some experiments with architecture for Long term memory for LLM
    I also wrote a short overview of the project if you are interested:https://medium.com/@faisaliitian/i-built-an-ai-memory-system-because-just-retrieve-more-wasnt-working-0b1dc9a60c01?postPublishedType=initial. - Source: Hacker News / 3 days ago
  • US hires over 2k video gamers as air traffic controllers
    I'd suggest looking at Admiral Cloudberg's recent analysis of the Jan. 2025 airliner/military helicopter collision in Washington DC. It's a study in the difficulties of air traffic control in the 21st century and the reality of transponder usage, complicated by an overwhelmed airport and legislative indifference. Transponders aren't universally used, technology and people aren't perfect. This one is long; I... - Source: Hacker News / 3 days ago
  • Mother of all VPNs v2 release: Same 16 protocols, rebuilt underneath
    Here's also the medium article (same copy as the X thread): https://medium.com/@sbetamc/moav-v2-is-out-ab2fff44a9d8 no time for X thread or articles:. - Source: Hacker News / 4 days ago
View more

NumPy mentions (122)

View more

What are some alternatives?

When comparing Medium and NumPy, you can also consider the following products

Ghost - Ghost is a fully open source, adaptable platform for building and running a modern online publication. We power blogs, magazines and journalists from Zappos to Sky News.

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

WordPress - WordPress is web software you can use to create a beautiful website or blog. We like to say that WordPress is both free and priceless at the same time.

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

DEV.to - Where software engineers connect, build their resumes, and grow.

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