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NumPy VS PDF Expert

Compare NumPy VS PDF Expert and see what are their differences

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NumPy logo NumPy

NumPy is the fundamental package for scientific computing with Python

PDF Expert logo PDF Expert

Download a free trial of PDF Expert - the best PDF software for your Mac. Enjoy advanced reading layouts, powerful PDF editing and classical annotation tools.
  • NumPy Landing page
    Landing page //
    2023-05-13
  • PDF Expert Landing page
    Landing page //
    2023-08-17

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.

PDF Expert features and specs

  • User-Friendly Interface
    PDF Expert offers an intuitive and easy-to-navigate interface, making it accessible even for users who are not tech-savvy.
  • Advanced Editing Features
    It provides robust tools for editing text, images, and links within PDFs, allowing for comprehensive document modification.
  • Annotation Tools
    The application includes a variety of annotation options such as highlights, notes, and stamps, which are useful for collaboration.
  • Cross-Device Sync
    PDF Expert supports synchronization across different devices, ensuring that your documents are always up-to-date regardless of the device you are using.
  • Fast Performance
    The application is optimized for quick loading and processing, which improves overall productivity when working with large PDF files.
  • Security Features
    It allows users to password-protect PDFs and includes options for redacting sensitive information, enhancing document security.
  • Integration Capabilities
    PDF Expert easily integrates with other applications and cloud services including iCloud, Dropbox, and Google Drive for seamless file management.

Possible disadvantages of PDF Expert

  • Cost
    PDF Expert is a paid application, which might be a deterrent for users looking for a free PDF editor.
  • Limited Windows Support
    As of the latest updates, PDF Expert primarily supports macOS and iOS, which limits its accessibility for Windows users.
  • OCR Functionality
    While PDF Expert offers OCR (Optical Character Recognition) for scanned documents, this feature is not as advanced as some specialized OCR software.
  • Lack of Advanced Form Creation
    The application provides basic form filling capabilities but lacks advanced form creation tools found in some other PDF software.
  • No Linux Support
    PDF Expert is not available on Linux, which could be a constraint for users looking for multi-platform support.

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 PDF Expert

Overall verdict

  • PDF Expert is a strong choice for both individual and professional users who require a reliable and efficient solution for handling PDF files. Its ease of use and comprehensive feature set make it an excellent option for those looking to perform both basic and advanced PDF tasks.

Why this product is good

  • PDF Expert is highly rated because it offers a user-friendly interface, robust editing capabilities, and seamless syncing across devices. It supports features such as annotations, form filling, and signing, making it a versatile tool for managing PDF documents. The app also integrates well with other services, enhancing its functionality for users who need to manage documents effectively.

Recommended for

    PDF Expert is recommended for students, professionals, lawyers, and anyone who regularly interacts with PDF documents and needs a reliable tool for editing, annotating, and managing these files efficiently.

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

PDF Expert videos

PDF Expert for Mac

More videos:

  • Review - PDF Expert Review
  • Review - Best PDF Software for Designers: PDF Expert Review for Mac [2019]

Category Popularity

0-100% (relative to NumPy and PDF Expert)
Data Science And Machine Learning
PDF Tools
0 0%
100% 100
Data Science Tools
100 100%
0% 0
PDF Editor
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 PDF Expert

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

PDF Expert Reviews

10 Best PDF Expert Alternatives for Various Tasks in 2022
Verdict: PDFelement has been developed by Wondershare company. The software provides users with fast operations processing, including the option of conversion. In comparison with PDF Expert, this is a big advantage, which turns this product into a remarkable program similar to PDF Expert. Recently many PDF Expert users started to argue about it being frizzed up while...
Source: fixthephoto.com
5 alternatives to Adobe Acrobat Reader
If you are choosing an Adobe Reader alternative under Apple ecosystem (MAC, iPad, iPhone), then Readdle PDF Expert is your best choice. PDF Expert has the same comprehensive functions as Acrobat, in addition to image and text editing, it can also complete operations such as converting Word/Excel/PowerPoint, OCR and electronic signatures.

Social recommendations and mentions

Based on our record, NumPy should be more popular than PDF Expert. 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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PDF Expert mentions (25)

  • Sioyek is a PDF viewer with a focus on textbooks and research papers
    I work a lot with academic papers on iPad and PDF expert is the best! https://pdfexpert.com/. - Source: Hacker News / over 2 years ago
  • Best PDF reader?
    Honestly, preview does everything you mentioned, and it's pretty good at that! For a paid alternative, you can check out pdfexpert. It has a lifetime purchase option though it's a bit pricey. Source: about 3 years ago
  • Stacksocial - PDF Expert One-Time Purchase: Lifetime License - 50% off
    I just took a look at the lifetime deal as available on pdfexpert.com, it shows amongst other:. Source: over 3 years ago
  • PDF viewer/editor for Mac
    I don't know if it does everything you need, but you can check out PDF Expert, which is available on both macOS and iOS/iPadOS. Source: over 3 years ago
  • Apple launches Freeform: a powerful new app designed for creative collaboration
    For anyone who draws, absolutely. I even use Procreate for brainstorming sometimes, because it's so much faster and more intuitive than any other app I've used. Another thing that IMO is way better on iPad/Pencil is PDF editing and annotation. I happily pay for a subscription to PDF Expert[0] and I just use it for school. [0]: https://pdfexpert.com. - Source: Hacker News / over 3 years ago
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What are some alternatives?

When comparing NumPy and PDF Expert, 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.

Adobe Acrobat DC - Make your job easier with Adobe Acrobat DC, the trusted PDF creator. Use Acrobat to convert, edit and sign PDF files at your desk or on the go.

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

iLovePDF - Premium online PDF tool set

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

Smallpdf - PDF document management and conversion suite