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Amazon Machine Learning VS NativeScript

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

Amazon Machine Learning logo Amazon Machine Learning

Machine learning made easy for developers of any skill level

NativeScript logo NativeScript

Build truly native apps with JavaScript
  • Amazon Machine Learning Landing page
    Landing page //
    2023-03-13
  • NativeScript Landing page
    Landing page //
    2023-10-21

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.

NativeScript features and specs

  • Cross-Platform Development
    NativeScript allows developers to write code once and deploy it across multiple platforms, including iOS and Android, which saves time and resources.
  • Native Performance
    Since NativeScript directly uses native components, it delivers high performance comparable to native applications, unlike some other cross-platform solutions.
  • Rich Ecosystem
    NativeScript offers a rich ecosystem of plugins and modules, making it easy to extend functionalities and integrate with various services.
  • Single Codebase
    Maintaining a single codebase for both iOS and Android reduces development and debugging efforts.
  • Open Source
    Being open source, NativeScript has strong community support and continuous improvements driven by developers around the world.
  • Access to Native APIs
    NativeScript allows direct access to native APIs, giving developers more flexibility and control over platform-specific features.

Possible disadvantages of NativeScript

  • Steep Learning Curve
    The framework requires an understanding of native development concepts, which can be complex for new developers or those not familiar with mobile development.
  • Lack of Third-Party Components
    Compared to more mature frameworks, NativeScript has a limited number of third-party libraries and UI components available.
  • Performance Overhead
    Despite high performance, there is still some overhead compared to fully native applications due to the abstraction layer.
  • Limited Community Support
    Although the community is growing, it is still smaller compared to mainstream frameworks like React Native or Flutter, which might result in slower issue resolution and fewer resources.
  • Maintenance and Updates
    Keeping the framework and its plugins up to date with the latest iOS and Android releases can be challenging and resource-intensive.

Analysis of Amazon Machine Learning

Overall verdict

  • Amazon Machine Learning is a good fit for businesses that need a reliable cloud-based machine learning platform, especially those already utilizing AWS services. Its scalability and integration capabilities make it suitable for a wide range of machine learning tasks.

Why this product is good

  • Amazon Machine Learning offers scalable solutions integrated with AWS services, making it a strong choice for users already within the AWS ecosystem. Its tools are built to handle large datasets and provide robust infrastructure, contributing to ease of deployment and management. Additionally, the service enables developers and data scientists to build sophisticated models without requiring deep machine learning expertise.

Recommended for

  • Developers and data scientists seeking seamless integration with AWS cloud services.
  • Organizations handling large-scale data analyses and machine learning projects.
  • Enterprises that prioritize scalability and flexibility in their machine learning operations.
  • Teams looking for a platform that supports both novice and expert users with varying levels of machine learning expertise.

Analysis of NativeScript

Overall verdict

  • NativeScript is considered a good choice for developers seeking to create cross-platform mobile applications with a native look and feel while using web technologies they are already familiar with. It balances the flexibility of web development with the performance and capability of native apps.

Why this product is good

  • NativeScript is a popular open-source framework for building native mobile applications using JavaScript, TypeScript, Angular, Vue.js, or Svelte. It allows developers to write and maintain a single codebase for both iOS and Android, which can significantly reduce development time and effort. NativeScript provides access to native APIs, ensuring that apps can leverage device capabilities to deliver a truly native user experience. Additionally, the community and plugin ecosystem offer resources and tools to enhance app functionality and streamline development processes.

Recommended for

  • Web developers looking to leverage their existing skills to build mobile apps.
  • Teams that need to maintain a single codebase for multiple platforms.
  • Projects that require deep integration with native device features.
  • Developers familiar with frameworks like Angular, Vue.js, or Svelte who want to build mobile applications.

Amazon Machine Learning videos

Introduction to Amazon Machine Learning - Predictive Analytics on AWS

More videos:

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

NativeScript videos

NativeScript VS React Native 2019 | performance | community | plugins

More videos:

  • Review - Which one is best for you? Flutter, React Native, Ionic or NativeScript?
  • Review - 7 Things to Know When Learning NativeScript

Category Popularity

0-100% (relative to Amazon Machine Learning and NativeScript)
AI
100 100%
0% 0
Development Tools
0 0%
100% 100
Developer Tools
63 63%
37% 37
JavaScript Framework
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 Amazon Machine Learning and NativeScript

Amazon Machine Learning Reviews

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NativeScript Reviews

Top 10 Flutter Alternatives for Cross-Platform App Development
With the framework, developers get the option to craft a completely native experience even without interfering with the user interface. Those who are familiar with JavaScript can leverage NativeScript to its fullest.
Top 5 Flutter Alternatives for Cross-Platform Development
NativeScript is a powerful framework that empowers developers to build Web, iOS, Android, and Vision Pro apps on a single codebase. If you’re comfortable with web development, especially Angular or VueJS, you’ll find NativeScript accessible.
Source: www.miquido.com
10 Best Open Source Firebase Alternatives
The native apps you develop use the richness of the mobile platform and offer the performance you need for mobile devices. NativeScript uses native APIs and controls to render, allowing you to create more sophisticated apps compared to using a hybrid approach.
10 Best Tools to Develop Cross-Platform Desktop Apps 
NativeScript doesn’t require Angular or Vue.js but works better when used together for cross-platform app development. This runtime framework implements JavaScript, its superset TypeScript and Angular Native, and can render a variety of apps, be they gaming, streaming, geolocation, or chat apps. The user interface is in XML and CSS. A single, reusable codebase can be applied...
Top JavaScript Frameworks For Mobile App Development
NativeScript is an open-source, cross-platform, free mobile framework that assists in the creation of a truly native Android and iOS mobile apps. These apps can be built with JavaScript, Angular, Vue.js or TypeScript. Programming using NativeScript reduces the development time and lines of code, to a large extent. Many organizations globally have been implementing it because...
Source: medium.com

Social recommendations and mentions

Based on our record, NativeScript should be more popular than Amazon Machine Learning. It has been mentiond 20 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.

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: almost 3 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: over 4 years ago

NativeScript mentions (20)

  • What are JavaScript Engines?
    NativeScript is a good example of a runtime built specifically for cross-platform native mobile application development built using JavaScript. - Source: dev.to / 6 months ago
  • Gio UI – Cross-Platform GUI for Go
    A long time ago, nativescript[1] seemed to be a strong alternative to reactnative. Is that still the case? [1] https://nativescript.org/. - Source: Hacker News / about 1 year ago
  • Ask HN: Flutter or React Native?
    I'm curious about this topic as well. I would also add NativeScript[1] in the comparison. [1] https://nativescript.org/. - Source: Hacker News / about 1 year ago
  • Svelte Native: The Svelte Mobile Development Experience
    This is not so much the Svelte equivalent of React Native as it is just NativeScript (https://nativescript.org). - Source: Hacker News / over 1 year ago
  • Mobile App Development for both iOS and Andriod
    There is also https://nativescript.org/ which would allow you to use Vue (or several other frameworks) to build a mobile app. Used it myself a while back for an iPad app using Vue 2 and it was pretty straightforward. It seems like there have been quite a few improvements since then so might be worth a look. Source: about 2 years ago
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What are some alternatives?

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

Machine Learning Playground - Breathtaking visuals for learning ML techniques.

React Native - A framework for building native apps with React

Apple Machine Learning Journal - A blog written by Apple engineers

Ionic - Ionic is a cross-platform mobile development stack for building performant apps on all platforms with open web technologies.

Lobe - Visual tool for building custom deep learning models

Apache Cordova - Platform for building native mobile applications using HTML, CSS and JavaScript