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NumPy VS Shutterstock

Compare NumPy VS Shutterstock and see what are their differences

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LibHunt tracks mentions of software libraries on relevant social networks. Based on that data, you can find the most popular projects and their alternatives. featured
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NumPy logo NumPy

NumPy is the fundamental package for scientific computing with Python

Shutterstock logo Shutterstock

Shutterstock is a provider of stock photos, illustrations, and vector art. The website allows individuals to purchase a subscription and download copyrighted art for creative projects. Read more about Shutterstock.
  • NumPy Landing page
    Landing page //
    2023-05-13
  • Shutterstock Landing page
    Landing page //
    2023-09-20

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.

Shutterstock features and specs

  • Large Library
    Shutterstock offers millions of high-quality images, videos, and music tracks, providing a diverse and extensive selection for users.
  • Search Functionality
    Advanced search and filtering options make it easy to find exactly what you're looking for quickly.
  • Flexible Pricing Plans
    A variety of subscription plans and on-demand options allow users to select a payment method that fits their budget and needs.
  • High-Quality Content
    Stringent quality controls ensure that users have access to professional and high-resolution media.
  • Royalty-Free License
    All content is royalty-free, providing users with the peace of mind of knowing they can use the media without ongoing costs.
  • User-Friendly Interface
    The platform is designed to be intuitive and easy to navigate, even for those who are not tech-savvy.
  • API Access
    Shutterstock provides API access for businesses that need to integrate media directly into their own applications.

Possible disadvantages of Shutterstock

  • Cost
    Shutterstock can be relatively expensive, especially for individuals or small businesses with limited budgets.
  • Subscription Limitations
    Some subscription plans have limits on the number of downloads per month, which can be restrictive for high-demand users.
  • Stock Feel
    Some users feel that the images and videos can have a 'stock' or generic appearance, which may not suit all creative projects.
  • Watermarked Previews
    Previews of media assets have watermarks, making it difficult to fully assess an image's suitability before purchase.
  • Occasional Inconsistency
    Despite quality controls, there can be occasional inconsistency in the quality of available media.
  • Overused Content
    Popular images and videos may be widely used across multiple platforms, reducing originality in projects.
  • Complex Licensing for Commercial Use
    While content is royalty-free, licensing terms for commercial use can sometimes be complex and require careful review.

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

Shutterstock videos

+ Add

How Much Money Can You Make on SHUTTERSTOCK in Your First Year? Earnings, Best Sellers, and Thoughts

More videos:

  • Review - Stock Photography for Beginners | Is Shutterstock Worth it in 2020?
  • Tutorial - Shutterstock Contributor Tutorial and Tips for Beginners

Category Popularity

0-100% (relative to NumPy and Shutterstock)

NumPy

Shutterstock

Data Science And Machine Learning
100 100%
Data Science And Machine Learning
0% 0
Photos & Graphics
0 0%
Photos & Graphics
100% 100
Data Science Tools
100 100%
Data Science Tools
0% 0
Image Marketplace
0 0%
Image Marketplace
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 Shutterstock

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

Shutterstock Reviews

12 Best Sites Like Freepik For Downloading Photos
You must have heard of Shutterstock before and if not, it’s high time that we make it familiar to you. Headquartered in New York, Shutterstock is one of the biggest such websites out there. More than 1 million users worldwide share their content on the platform. More than 1 billion images, video clips, and music tracks have been downloaded through the platform. Also, stock...
Source: www.devdude.com
The best Freepik alternatives 2023
Shutterstock provides over 400 million stock images compared to Freepik’s 41 million. It also offers more advanced features, flexible licensing options, and higher maximum image resolutions. The drawback is that Shutterstock is more expensive. But with its vastly larger library and premium features, it can be worth it for professional needs.
Source: photutorial.com
The Complete List of Video Marketing Tools (Updated for 2022)
Shutterstock is arguably the largest stock-anything site with more than 14 million stock footage, music, and images available in their library. If you know you’re going to need many stock content, you can’t go wrong with Shutterstock.
Source: breadnbeyond.com

Social recommendations and mentions

Based on our record, NumPy should be more popular than Shutterstock. 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 / 3 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 / 8 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 / 8 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 / 9 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 / 9 months ago
View more

Shutterstock mentions (19)

  • [HELP!] I need your feedback about my creations!
    Other reputable places to sell vector artwork online are shutterstock.com, and stock.adobe.com Each will have their own requirements and tutorials for submitting artwork. You can also start your own page on Etsy.com. Source: over 1 year ago
  • I just started my first freelance job. Am I expected to source my own stock photos or do I ask?
    "Freelance" means, "You're on your own, kid." However, all of the things you ask are possible--access to your client's assets, buy your own and bill them, source free images. shutterstock.com is one of my favorites. I was searching for free/royalty free images endlessly until I just bought a monthly subscription. The time savings makes up for the time spent scouring the internet. Good luck and have fun!... Source: about 2 years ago
  • "you coolio" is too offensive i guess
    Just found out the image had "shutterstock.com" on it. Source: about 2 years ago
  • Y2K Aesthetic - how do I create a Y2K computer browser?!
    Go to shutterstock.com and type in these exact keywords. Vaporwave, windows 98, y2k computer browser. You should get a ton of vector assets that will help cut your design time in half. Source: over 2 years ago
  • Where to find graphics like blood splatter, dirt, lightning etc. for use in photoshop?
    Look for royalty-free images. You may try shutterstock.com if you need more and are ok to make a subscription or unsplash.com if you want free images. Moreover you may try deviantart.com or google search for blood splatter. Source: over 2 years ago
View more

What are some alternatives?

When comparing NumPy and Shutterstock, 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.

Pexels - Find the best free stock images about Browser Home Page. Download all photos and use them even for commercial projects.

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

Unsplash - Unsplash is a website with high-quality free HD images. It has a catalog of more than three hundred thousand striking images that are neatly organized with tags. Read more about Unsplash.

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

Pixabay - Over 270,000 free photos, vectors and art illustrations

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