Software Alternatives, Accelerators & Startups

Aptum VS AWS Deep Learning AMIs

Compare Aptum VS AWS Deep Learning AMIs and see what are their differences

Aptum logo Aptum

Peer1 is an online platform for hosting, cloud, colocation, and connectivity services.

AWS Deep Learning AMIs logo AWS Deep Learning AMIs

The AWS Deep Learning AMIs provide machine learning practitioners and researchers with the infrastructure and tools to accelerate deep learning in the cloud, at any scale.
  • Aptum Landing page
    Landing page //
    2023-02-27
  • AWS Deep Learning AMIs Landing page
    Landing page //
    2023-04-30

Aptum features and specs

  • Global Data Centers
    Aptum operates data centers in multiple locations around the world, which can provide improved redundancy, reliability, and performance for global clients.
  • Hybrid Cloud Solutions
    Offers a range of hybrid cloud services that can help businesses maximize the benefits of both public and private clouds, allowing for greater flexibility and cost-efficiency.
  • Managed Services
    Aptum provides a comprehensive suite of managed services, including managed hosting, security, and network services, which can help businesses offload the complexities of managing their own IT infrastructure.
  • Custom Solutions
    Aptum offers tailored IT solutions that are designed to meet the specific needs of different industries, providing a more personalized approach to infrastructure management.

Possible disadvantages of Aptum

  • Cost
    High-quality managed services and hybrid solutions might come at a premium price, which could be a barrier for smaller businesses or startups with limited budgets.
  • Complexity of Offerings
    The wide range of services and solutions offered can be overwhelming for businesses that don't have in-house expertise to navigate the options and tailor a solution to their needs.
  • Vendor Lock-In
    Utilizing a suite of interconnected services from a single provider might lead to dependency on Aptum's ecosystem, making it difficult to switch providers in the future.
  • Geographic Availability
    While Aptum has global data centers, its presence might not cover all regions comprehensively, potentially limiting its effectiveness for clients in less-commonly served areas.

AWS Deep Learning AMIs features and specs

  • Pre-configured Environment
    AWS Deep Learning AMIs come pre-installed with popular deep learning frameworks like TensorFlow, PyTorch, and Apache MXNet. This saves time and effort in setting up the environment, making it easier for developers to start training and deploying models quickly.
  • Scalability
    With AWS infrastructure, users can easily scale their deep learning tasks as needed. Whether you require more compute power or storage, AWS provides the ability to scale up or down to meet your project’s demands.
  • Integration with AWS Services
    Deep Learning AMIs are designed to work seamlessly with other AWS services like S3 for storage, EC2 for scalable compute, and SageMaker for optimized machine learning workflows, providing a comprehensive ecosystem for machine learning projects.
  • Regular Updates
    AWS frequently updates their AMIs with the latest versions of deep learning frameworks and libraries, ensuring compatibility and access to the latest features and optimizations.

Possible disadvantages of AWS Deep Learning AMIs

  • Cost
    Using AWS Deep Learning AMIs involves paying for the underlying EC2 instances and any other associated AWS services, which can become costly compared to local computing options, especially for long-term projects.
  • Complexity
    While AWS provides extensive documentation and support, the complexity of navigating and managing cloud resources can be daunting for those unfamiliar with AWS services, requiring a learning curve to optimize usage.
  • Dependency on Internet Connectivity
    Since AWS Deep Learning AMIs operate on the cloud, a stable internet connection is necessary to interact with your instances. This dependency might be a limitation for users in areas with unreliable internet access.
  • Data Transfer Costs
    Transferring large datasets to and from AWS can incur additional data transfer costs, which could add up significantly depending on the volume of data being moved and the location of the AWS region used.

Analysis of Aptum

Overall verdict

  • Aptum is generally considered a good choice for businesses looking for a comprehensive managed IT and cloud service provider, especially if your needs include hybrid cloud environments or multi-location connectivity.

Why this product is good

  • Aptum, formerly known as Cogeco Peer 1, is a global provider of managed cloud services, data centers, and connectivity solutions. They are known for their robust infrastructure, flexible solutions, and expertise in hybrid cloud environments. Aptum offers a range of services including cloud migration, hosting, and network security, making them a strong choice for businesses needing reliable and scalable IT solutions. Their reputation for customer support and tailored solutions adds to their appeal.

Recommended for

    Aptum is recommended for mid-to-large enterprises that require strong IT infrastructure support, businesses planning to migrate to cloud environments, and organizations looking for customized connectivity and data center solutions.

Aptum videos

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AWS Deep Learning AMIs videos

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Category Popularity

0-100% (relative to Aptum and AWS Deep Learning AMIs)
Development
78 78%
22% 22
Cloud Computing
100 100%
0% 0
Diagnostics Software
0 0%
100% 100
Network & Admin
100 100%
0% 0

User comments

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Social recommendations and mentions

Based on our record, AWS Deep Learning AMIs seems to be more popular. It has been mentiond 3 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.

Aptum mentions (0)

We have not tracked any mentions of Aptum yet. Tracking of Aptum recommendations started around Mar 2021.

AWS Deep Learning AMIs mentions (3)

  • Machine Learning Best Practices for Public Sector Organizations
    AWS Deep Learning AMIs can be used to accelerate deep learning by quickly launching Amazon EC2 instances. - Source: dev.to / over 3 years ago
  • Unable to host a Flask App consisting of an Image Classification Model coded in Pytorch to a free tier EC2 instance. The issue occurs at requirements installation i.e The torch v1.8.1 installation gets stuck at 94%.
    Ok a bit more on topic of your question. Set up a docker locally on your computer, pick a relevant image with all the python stuff and then do pip install -r requirements -t ./dependencies zip it up, upload to S3 and then get it from there and use on the EC2 instance. Or look into using Deep Learning AMIs they should have pytorch installed: https://aws.amazon.com/machine-learning/amis/. Source: about 4 years ago
  • Is Sagemaker supposed to replace Keras or PyTorch? Or Tensorflow?
    Literally nothing stops you from running EC2 instance with GPU and configuring it yourself. There are even AMIs specialized for ML workloads with everything preconfigured and ready to use - https://aws.amazon.com/machine-learning/amis/. Source: about 4 years ago

What are some alternatives?

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