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PyTorch VS Linode

Compare PyTorch VS Linode and see what are their differences

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PyTorch logo PyTorch

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

Linode logo Linode

We make it simple to develop, deploy, and scale cloud infrastructure at the best price-to-performance ratio in the market.
  • PyTorch Landing page
    Landing page //
    2023-07-15
  • Linode Landing page
    Landing page //
    2023-06-06

See if Linode works for you with $100 in credit

Linode accelerates innovation by making cloud computing simple, accessible, and affordable to all. Founded in 2003, Linode helped pioneer the cloud computing industry and is today the largest independent open cloud provider in the world. Headquartered in Philadelphia's Old City, the company empowers more than a million developers, startups, and businesses across its global network of 11 data centers.

PyTorch

Website
pytorch.org
Pricing URL
-
$ Details
Platforms
-
Release Date
-
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Linode

Website
linode.com
Pricing URL
Official Linode Pricing
$ Details
paid Free Trial $5.0 / Monthly (1 Core, 1GB, 25GB SSD, 1TB of Outbound Transfer)
Platforms
Cloud
Release Date
2003 January
Edit details

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.

Linode features and specs

  • Easy to Set-up and use
    Create a Linode VPS in less than a minute
  • Clean UI
    Easy to navigate and use Cloud Manager
  • Customer Service
    No-tiered, 100% free technical support to all customers
  • Free Trial
    7 day, money back guarantee
  • Headquarters
    Philadelphia, PA
  • Global Cloud
    11 data centers around the world

PyTorch videos

+ Add

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

Linode videos

+ Add

Linode Review : Speed, Pricing & First Hand Experience!

More videos:

  • Tutorial - How to Create your Very Own Linux Cloud Instance on Linode
  • Review - Amazon-AWS or Google-GCP vs regular VPS (Linode, Digital Ocean, VULTR) for your WordPress web server
  • Review - Linode - The Fastest Cloud Computing Provider
  • Review - Linode Getting Started Guide | Linode Cloud Manager Walkthrough
  • Review - Is Amazon Web Services Really Worth It? | AWS, GCP, Azure, Vultr, Digital Ocean, & Linode Compared
  • Review - LINODE ! DON'T USE LINODE Before Watch THIS VIDEO! Web Hosting Review
  • Review - Linode, Explained

Category Popularity

0-100% (relative to PyTorch and Linode)

PyTorch

Linode

Data Science And Machine Learning
100 100%
Data Science And Machine Learning
0% 0
Cloud Computing
0 0%
Cloud Computing
100% 100
Data Science Tools
100 100%
Data Science Tools
0% 0
VPS
0 0%
VPS
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 Linode

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...
Source: www.assemblyai.com
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...
Source: searchbusinessanalytics.techtarget.com

Linode Reviews

8 Best Free VPS Trials In 2024 [No Credit Card Required]
Linode provides a 60 day free VPS trial with a $100 Credit. You can use this credit for all features whatever you want. But make sure that you have to pay extra charges if you exceed your limit.
Source: www.bloggingfix.com
10+ Best Free 60 Day Trial Web Hosting [No Credit Card Required]
Linode also provides free website migration for some specific period of time. Technically Linode is best about technical specifications. If you are techy then we recommend you to read technical specifications on the Linodes website.
Source: www.bloggingfix.com
Top 50 Cheapest Cloud Services Providers | Affordable Cloud Hosting
Our infrastructure-as-a-service platform is supported by our Next Generation Network, advanced APIs, comprehensive services, and a vast library of educational resources and is deployed across 11 global markets from our data centers around the world. Linode’s products, services, and people make it easier and more cost-effective for developers and businesses to build, deploy,...
Source: makeanapplike.com
Best Vultr Alternatives and Competitor Cloud Services of 2022
Do you prefer to have a command line or terminal access to your virtual machine? If so, Linode would be an excellent option for you. Their plans are also similar to Vultr with the almost same configuration. Linode offers a simple CLI feature to manage your cloud instance using shell commands.
Source: www.mytipshub.com
Top 10+ Alternatives to DigitalOcean
24/7/365 Customer Support — Linode owns a highly trained customer support team to facilitate the customers. Customers can contact anytime to get the help and support of well-trained staff at Linode. Linode believes in success through customer satisfaction. That is why it provides free support 24/7 without any delay in response.
Source: blog.back4app.com

Social recommendations and mentions

Based on our record, PyTorch should be more popular than Linode. It has been mentiond 133 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.

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 / 3 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 / 16 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

Linode mentions (24)

  • What is the cheapest VPS Hosting?
    I have an 11 GB VPS with Windows on it, and it’s running perfectly. I 100% recommend this hosting, because of it’s pricing and support. I give $8.25 a month for an 11 GB VPS. Which would cost up to $55 a month on popular hosting providers like, Linode, Vultr, and Digital Ocean. Source: about 3 years ago
  • question for any linode users
    Anyone that hosts a server using the cloud provider linode.com Do you encounter any limits regarding the CPU speed? Source: about 3 years ago
  • Linux OS
    One of my best recommendations is to spin up a linux server in the cloud, you can do it for free for a few months from linode.com for example. Setting up an online server for a game you like playing can also be a rewarding learning experience for networking and Linux in general. Source: about 3 years ago
  • A2, Krystal, 20i, Brixly or Mechanicsweb. Best one for resellers?
    Then you can buy a VPS from linode.com, katapult.io, contabo.com or hetzner.cloud, I'd recommend a 4gb VPS, and in order to run, it has to be over 2gb. For the OS, choose AlmaLinux or a supported version of CentOS. Source: about 3 years ago
  • An 'unlimited' web host has been deleting my files without any notice or warning..
    Use VPS, don't use shared web hosting when you generate content as it tends to use lots of resources like RAM, CPU %, and storage. I'd recommend hetzner.com, contabo.com, or linode.com. Source: about 3 years ago
View more

What are some alternatives?

When comparing PyTorch and Linode, 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.

DigitalOcean - Simplifying cloud hosting. Deploy an SSD cloud server in 55 seconds.

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

Amazon AWS - Amazon Web Services offers reliable, scalable, and inexpensive cloud computing services. Free to join, pay only for what you use.

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

Vultr - VULTR Global Cloud Hosting - Brilliantly Fast SSD VPS Cloud Servers. 100% KVM Virtualization

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