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Amazon Machine Learning VS Unpaywall

Compare Amazon Machine Learning VS Unpaywall and see what are their differences

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Amazon Machine Learning logo Amazon Machine Learning

Machine learning made easy for developers of any skill level

Unpaywall logo Unpaywall

Legally read research papers behind paywalls.
  • Amazon Machine Learning Landing page
    Landing page //
    2023-03-13
  • Unpaywall Landing page
    Landing page //
    2023-10-16

Amazon Machine Learning features and specs

  • Scalability
    Amazon Machine Learning can handle increased workloads easily without significant changes in the infrastructure, making it ideal for growing businesses.
  • Integration with AWS
    Seamlessly integrates with other AWS services like S3, EC2, and Lambda, simplifying data storage, processing, and deployment.
  • Ease of Use
    User-friendly AWS Management Console and APIs make it easier for developers to build, train, and deploy machine learning models without needing deep ML expertise.
  • Performance
    Offers high-performance computing capabilities that can accelerate the training and inference processes for machine learning models.
  • Cost-Effective
    Pay-as-you-go pricing model ensures that you only pay for what you use, making it a cost-effective solution for various ML needs.
  • Prebuilt AI Services
    Provides prebuilt, ready-to-use AI services like Amazon Rekognition, Amazon Comprehend, and Amazon Polly, which simplify the implementation of complex ML solutions.

Possible disadvantages of Amazon Machine Learning

  • Complexity
    While the service is designed to be user-friendly, the underlying complexity of Machine Learning algorithms and models can be a barrier for novice users.
  • Vendor Lock-In
    Using Amazon Machine Learning extensively may lead to dependency on AWS services, making it difficult to switch providers or integrate with non-AWS services in the future.
  • Cost Management
    Although pay-as-you-go is cost-effective, if not managed properly, costs can quickly escalate especially with extensive use and large-scale data processing.
  • Limited Customization
    Prebuilt models and services may lack the level of customization needed for highly specialized use-cases requiring unique algorithms or configurations.
  • Data Privacy
    Storing and processing sensitive data on an external service may raise concerns regarding data privacy and compliance with data protection regulations.
  • Learning Curve
    Despite its ease of use, there is still a learning curve associated with mastering the AWS ecosystem and effectively utilizing its machine learning capabilities.

Unpaywall features and specs

  • Free Access
    Unpaywall provides a legal and free method to access millions of research papers, enabling users who may not have subscriptions to paywalled journals to benefit from scientific knowledge.
  • Large Database
    With a repository of millions of articles, Unpaywall offers a broad range of papers across various fields, increasing the likelihood of finding accessible versions of desired research.
  • Browser Integration
    Unpaywall offers a browser extension that seamlessly integrates with Chrome and Firefox, allowing users to easily access full-text articles without leaving their workflow.
  • Legal and Ethical
    Unpaywall sources its articles from legal repositories, ensuring that access to content is ethical and respects copyright laws.
  • Support for Open Access
    By promoting access to open access articles, Unpaywall supports the broader open access movement, which aims to make scientific research more readily available to everyone.

Possible disadvantages of Unpaywall

  • Inconsistent Availability
    Not all articles have open access versions available, so users may not always find the exact paper they are looking for via Unpaywall.
  • Quality Variation
    The availability of different versions of the articles might lead to variations in quality, such as preprints or author manuscripts, which might not be peer-reviewed.
  • Dependency on Publisher Policies
    The availability of free articles depends heavily on individual publisher policies regarding open access, which can vary widely and affect what content is accessible.
  • Limited to Research Papers
    Unpaywall primarily focuses on research articles, so other types of academic content like book chapters or conference proceedings may not be available.
  • Requires Internet Connection
    Users need an active internet connection to use Unpaywall, which could be a limitation in areas with poor connectivity.

Amazon Machine Learning videos

+ Add

Introduction to Amazon Machine Learning - Predictive Analytics on AWS

More videos:

  • Tutorial - AWS Machine Learning Tutorial | Amazon Machine Learning | AWS Training | Edureka

Unpaywall videos

+ Add

How to Access Research Articles for FREE with Unpaywall

More videos:

  • Review - Must-Have Browser Extensions: Unpaywall + LibKeyNomad | Your Librarian Friend
  • Review - Testing Unpaywall

Category Popularity

0-100% (relative to Amazon Machine Learning and Unpaywall)

Amazon Machine Learning

Unpaywall

AI
100 100%
AI
0% 0
Productivity
0 0%
Productivity
100% 100
Developer Tools
100 100%
Developer Tools
0% 0
Education
0 0%
Education
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 Amazon Machine Learning and Unpaywall

Amazon Machine Learning Reviews

We have no reviews of Amazon Machine Learning yet.
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Unpaywall Reviews

14 Websites to Download Research Paper for Free – 2024
GetTheResearch.org is an Artificial Intelligence(AI) powered search engine for search and understand scientific articles for researchers and scientists. It was developed as a part of the Unpaywall project. Unpaywall is a database of 23,329,737 free scholarly Open Access(OA) articles from over 50,000 publishers and repositories, and make it easy to find, track, and use.
Source: www.ilovephd.com

Social recommendations and mentions

Based on our record, Unpaywall seems to be a lot more popular than Amazon Machine Learning. While we know about 44 links to Unpaywall, we've tracked only 2 mentions of Amazon Machine Learning. 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.

Amazon Machine Learning mentions (2)

  • Rant + Planning to learn full stack development
    There’s also the ML as a service (MLaaS) movement that lowers the barrier for common ML capabilities (eg image object detection and audio transcription). Basically, you use APIs. See: https://aws.amazon.com/machine-learning/. Source: over 2 years ago
  • Ask the Experts: AWS Data Science and ML Experts - Mar 9th @ 8AM ET / 1PM GMT!
    Do you have questions about Data Science and ML on AWS - https://aws.amazon.com/machine-learning/. Source: about 4 years ago

Unpaywall mentions (44)

  • First time a vacuum was ever created in a laboratory
    You might also find this interesting: https://unpaywall.org/. Source: over 1 year ago
  • Black holes eat faster than previously expected
    > can you detail what the possible issue is? Why? Are you in a position to help everyone? (As you probably guessed while reading the comment you replied to, I don't really need help; more on that below). "Occasional" is not universal; as you aren't getting the problem in a here-and-now sense you can probably play around with the "here" part by using Tor Browser to see if you can get to the article via the link... - Source: Hacker News / over 1 year ago
  • I am fuckin tired of every other short or video of being about another useless gpt promt or extension. Please give me better trusted resources
    There are many of course the problem is that the ai hallucination problem is still a huge issue. For instance, getting all of https://unpaywall.org/ or something similar into an LLM would be a boon for scientists, but... If you can't trust what it is saying you will end up going back to pull the source anyway. The analysis it provides would probably be helpful though. Source: about 2 years ago
  • Can the light from my grow light pass through The Gnat Preventive Chamber™ to the plants inside?
    For problem 1. I can recommend this browser extension: https://unpaywall.org/ it basically redirects you to a legally available free version of any article you are looking at, if it can find one. Source: about 2 years ago
  • Got a pub and can’t even view the full text article
    Try this: https://unpaywall.org, it’s legal. Source: about 2 years ago
View more

What are some alternatives?

When comparing Amazon Machine Learning and Unpaywall, you can also consider the following products

Machine Learning Playground - Breathtaking visuals for learning ML techniques.

SCI-HUB - It provides mass and public access to tens of millions of research papers

Apple Machine Learning Journal - A blog written by Apple engineers

arXiv - arXiv is a free distribution service and an open-access archive for scholarly articles.

Lobe - Visual tool for building custom deep learning models

Google Scholar - Google Scholar is a freely accessible web search engine that indexes the full text of scholarly...

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