Software Alternatives, Accelerators & Startups

PyTorch VS GNOME Terminal

Compare PyTorch VS GNOME Terminal 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.

PyTorch logo PyTorch

Open source deep learning platform that provides a seamless path from research prototyping to...

GNOME Terminal logo GNOME Terminal

GNOME Terminal is a terminal emulator for GNOME desktop.
  • PyTorch Landing page
    Landing page //
    2023-07-15
  • GNOME Terminal Landing page
    Landing page //
    2019-10-25

PyTorch features and specs

  • Dynamic Computation Graph
    PyTorch uses a dynamic computation graph, which allows for interactive and flexible model building. This is particularly beneficial for researchers who need to modify the network architecture on-the-fly.
  • Pythonic Nature
    PyTorch is designed to be deeply integrated with Python, making it very intuitive for Python developers. The framework feels more 'native' to Python, which improves the ease of learning and use.
  • Strong Community Support
    PyTorch has a large, active, and growing community. This means abundant resources such as tutorials, forums, and third-party tools are available to help developers solve problems and share solutions.
  • Flexibility and Control
    PyTorch offers granular control over computations and provides extensive debugging capabilities. This level of control is beneficial for tasks that require precise tuning and custom implementations.
  • Support for GPU Acceleration
    PyTorch offers seamless integration with GPU hardware, which significantly accelerates the computation process. This makes it highly efficient for deep learning tasks.
  • Rich Ecosystem
    PyTorch has a rich ecosystem including libraries like torchvision, torchaudio, and torchtext, which are specialized for different data types and can significantly shorten development times.

Possible disadvantages of PyTorch

  • Limited Production Deployment Tools
    PyTorch is primarily designed for research rather than production. While deployment tools like TorchServe exist, they are not as mature or integrated as solutions offered by other frameworks like TensorFlow.
  • Lesser Adoption in Industry
    While PyTorch is popular among researchers, it has historically seen less adoption in industry compared to TensorFlow, which means there might be fewer resources for large-scale production deployments.
  • Inconsistent API Changes
    As PyTorch continues to evolve rapidly, occasionally there are breaking changes or inconsistent API updates. This can create maintenance challenges for existing codebases.
  • Steeper Learning Curve for Beginners
    Despite its Pythonic design, PyTorch's focus on flexibility and control can make it slightly harder for beginners to get started compared to some other high-level libraries and frameworks.
  • Less Mature Documentation
    Although the documentation is improving, it has been historically less comprehensive and mature compared to other frameworks like TensorFlow, which can make it difficult to find detailed, clear information.

GNOME Terminal features and specs

  • User Friendly
    GNOME Terminal has a clean and intuitive interface that is easy to use, especially for new users.
  • Customizability
    Users can customize the appearance and behavior of the terminal, including themes, fonts, and profiles.
  • Tabs and Split Views
    Supports multiple tabs and split views, making it easier to manage multiple terminal sessions.
  • Integrations
    Seamlessly integrates with the GNOME desktop environment, providing a consistent look and feel.
  • Accessibility
    Offers support for assistive technologies, making it accessible to users with disabilities.
  • Scripting
    Can be extended and controlled using scripts for automation and advanced functionality.

Possible disadvantages of GNOME Terminal

  • Performance
    May not be as lightweight or fast as some other terminal emulators, especially on older hardware.
  • Dependency
    Highly dependent on the GNOME ecosystem, which may not be desirable for users of other desktop environments.
  • Limited Advanced Features
    Lacks some advanced features found in other terminal emulators, such as extensive plugins or multi-pane tiling.
  • Resource Usage
    Consumes more system resources compared to minimalist terminal emulators, affecting performance on low-end systems.
  • Complex Customization
    Some customization options might be too complex for casual users and require manual editing of configuration files.

PyTorch videos

PyTorch in 5 Minutes

More videos:

  • Review - Jeremy Howard: Deep Learning Frameworks - TensorFlow, PyTorch, fast.ai | AI Podcast Clips
  • Review - PyTorch at Tesla - Andrej Karpathy, Tesla

GNOME Terminal videos

185 GNOME Terminal Color Schemes - Gogh

Category Popularity

0-100% (relative to PyTorch and GNOME Terminal)
Data Science And Machine Learning
SSH
0 0%
100% 100
Data Science Tools
100 100%
0% 0
Server Management
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 PyTorch and GNOME Terminal

PyTorch Reviews

10 Python Libraries for Computer Vision
Similar to TensorFlow and Keras, PyTorch and torchvision offer powerful tools for computer vision tasks. PyTorch’s dynamic computation graph and torchvision’s datasets and pre-trained models make it easy to implement tasks such as image classification, object detection, and style transfer.
Source: clouddevs.com
25 Python Frameworks to Master
Along with TensorFlow, PyTorch (developed by Facebook’s AI research group) is one of the most used tools for building deep learning models. It can be used for a variety of tasks such as computer vision, natural language processing, and generative models.
Source: kinsta.com
Top 8 Alternatives to OpenCV for Computer Vision and Image Processing
PyTorch is another open-source machine learning framework that is widely used in academia and industry. PyTorch provides excellent support for building deep learning models, and it has several pre-trained models for computer vision tasks, making it the ideal tool for several computer vision applications. PyTorch offers a user-friendly interface that makes it easier for...
Source: www.uubyte.com
PyTorch vs TensorFlow in 2022
When we compare HuggingFace model availability for PyTorch vs TensorFlow, the results are staggering. Below we see a chart of the total number of models available on HuggingFace that are either PyTorch or TensorFlow exclusive, or available for both frameworks. As we can see, the number of models available for use exclusively in PyTorch absolutely blows the competition out of...
15 data science tools to consider using in 2021
First released publicly in 2017, PyTorch uses arraylike tensors to encode model inputs, outputs and parameters. Its tensors are similar to the multidimensional arrays supported by NumPy, another Python library for scientific computing, but PyTorch adds built-in support for running models on GPUs. NumPy arrays can be converted into tensors for processing in PyTorch, and vice...

GNOME Terminal Reviews

10 Termux Alternatives
GNOME Terminal is software with a terminal emulator that emulates xterm and provides the same features to the Linux environment and can access it from graphical desktops. This software is multiple profiles supported, and users can generate various shapes according to their needs and set specific configurations for each profile separately. This particular configuration can...
The 10 Best Linux Terminal Emulators
GNOME terminal offers support for multiple profiles, which comes in handy if you need to set different profiles for different tasks. Its title bar nicely styles to match the GTK theme you might be using in your Linux distro. Another great feature I find interesting in the GNOME terminal is that it makes links clickable.
Top 14 Terminal Emulators for Linux (With Extra Features or Amazing Looks)
It basically provides you multiple GNOME terminals in one window. You can easily group and re-group terminal windows with the help of it. You may feel like using a tiling window manager but with some restrictions.
Source: itsfoss.com

Social recommendations and mentions

Based on our record, PyTorch seems to be a lot more popular than GNOME Terminal. While we know about 133 links to PyTorch, we've tracked only 2 mentions of GNOME Terminal. 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.

PyTorch mentions (133)

  • Grasping Computer Vision Fundamentals Using Python
    To aspiring innovators: Dive into open-source frameworks like OpenCV or PyTorch, experiment with custom object detection models, or contribute to projects tackling bias mitigation in training datasets. Computer vision isn’t just a tool, it’s a bridge between the physical and digital worlds, inviting collaborative solutions to global challenges. The next frontier? Systems that don’t just interpret visuals, but... - Source: dev.to / 8 days ago
  • Top Programming Languages for AI Development in 2025
    With the quick emergence of new frameworks, libraries, and tools, the area of artificial intelligence is always changing. Programming language selection. We're not only discussing current trends; we're also anticipating what AI will require in 2025 and beyond. - Source: dev.to / 22 days ago
  • Fine-tuning LLMs locally: A step-by-step guide
    Next, we define a training loop that uses our prepared data and optimizes the weights of the model. Here's an example using PyTorch:. - Source: dev.to / about 1 month ago
  • 10 Must-Have AI Tools to Supercharge Your Software Development
    8. TensorFlow and PyTorch: These frameworks support AI and machine learning integrations, allowing developers to build and deploy intelligent models and workflows. TensorFlow is widely used for deep learning applications, offering pre-trained models and extensive documentation. PyTorch provides flexibility and ease of use, making it ideal for research and experimentation. Both frameworks support neural network... - Source: dev.to / 3 months ago
  • Automating Enhanced Due Diligence in Regulated Applications
    Frameworks like TensorFlow and PyTorch can help you build and train models for various tasks, such as risk scoring, anomaly detection, and pattern recognition. - Source: dev.to / 3 months ago
View more

GNOME Terminal mentions (2)

  • Are terminals written in the ncurses library?
    So far I have only seen information that ncurses is a package you would use to write applications for various terminals; what about the terminals themselves? Not only terminal emulators but the actual terminal of something like Ubuntu Server, which I believe to be gnome-terminal. Source: over 2 years ago
  • A good python library to replace libtcod for terminal play?
    Iterm2, gnome terminal, xterm, Konsole, macos Terminal, powershell, command, etc.. these all provide a common API which we normally use curses to interface with. But all of them basically reach into something lower level (opengl, vulkan, directx, etc.) to render the text, which ultimately is still pixels on a screen. Source: over 3 years ago

What are some alternatives?

When comparing PyTorch and GNOME Terminal, you can also consider the following products

TensorFlow - TensorFlow is an open-source machine learning framework designed and published by Google. It tracks data flow graphs over time. Nodes in the data flow graphs represent machine learning algorithms. Read more about TensorFlow.

MobaXterm - Enhanced terminal for Windows with X11 server, tabbed SSH client, network tools and much more

Keras - Keras is a minimalist, modular neural networks library, written in Python and capable of running on top of either TensorFlow or Theano.

PuTTY - Popular free terminal application. Mostly used as an SSH client.

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

ConEmu - ConEmu-Maximus5 is a full-featured local terminal for Windows devs, admins and users. Get better console window with tabs, splits, Quake style, copy+paste, DosBox and PuTTY integration, and much more.