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Apache Mahout VS Ruby on Rails

Compare Apache Mahout VS Ruby on Rails and see what are their differences

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Apache Mahout logo Apache Mahout

Distributed Linear Algebra

Ruby on Rails logo Ruby on Rails

Ruby on Rails is an open source full-stack web application framework for the Ruby programming...
  • Apache Mahout Landing page
    Landing page //
    2023-04-18
  • Ruby on Rails Landing page
    Landing page //
    2023-10-23

We recommend LibHunt Ruby for discovery and comparisons of trending Ruby projects. Also, to find more open-source ruby alternatives, you can check out libhunt.com/r/rails

Apache Mahout features and specs

  • Scalability
    Apache Mahout is designed to handle large data sets, leveraging Hadoop to process data in parallel across distributed computing clusters, which allows for scaling as data size increases.
  • Library of Algorithms
    Mahout offers a substantial collection of pre-built machine learning algorithms for clustering, classification, and collaborative filtering, making it easier to implement standard ML tasks without developing them from scratch.
  • Integration with Hadoop
    Seamless integration with the Hadoop ecosystem enables Mahout to efficiently process and analyze large-scale data directly within a Hadoop cluster using MapReduce.
  • Open Source
    As an open-source project under the Apache Software Foundation, Mahout benefits from continuous improvements and community support, providing transparency and flexibility for users.
  • Focus on Math
    Mahout emphasizes mathematically sound algorithms, ensuring accuracy and robustness in machine learning models, backed by a foundation in linear algebra.

Possible disadvantages of Apache Mahout

  • Complexity
    Although powerful, Mahout can be complex and difficult to use for beginners, as it requires understanding of both Hadoop and the underlying machine learning algorithms.
  • Limited Deep Learning Capabilities
    Mahout is primarily focused on traditional machine learning techniques and lacks support for more modern deep learning frameworks, which may limit its applicability for certain advanced use cases.
  • Declining Popularity
    Although once well-regarded, Mahout has seen a decline in popularity with more users favoring newer tools such as Apache Spark's MLlib, which offer improved performance and a broader range of capabilities.
  • Setup Overhead
    Setting up and configuring a Hadoop environment to run Mahout can be a non-trivial task, requiring considerable effort and resources, particularly in smaller projects or organizations without existing Hadoop infrastructure.
  • API Inconsistency
    Over time, the API has undergone changes which can cause compatibility issues or require significant code refactoring when upgrading to newer versions of Mahout.

Ruby on Rails features and specs

  • Rapid Development
    Ruby on Rails uses conventions over configurations which allows developers to build applications quickly. It comes with a wealth of built-in tools and libraries that streamline the development process.
  • Community Support
    Rails has a vibrant and active community. This means a lot of third-party libraries (gems) are available, and you can easily find help and resources.
  • Convention over Configuration
    Rails emphasizes convention over configuration, which reduces the number of decisions developers need to make. This can increase productivity and consistency across projects.
  • Built-in Testing
    Rails comes with a strong built-in testing framework, making it easier to test your application and ensure that it works as expected.
  • Scalability Options
    Although it has a reputation for not being the most scalable framework, Rails can be made scalable with good architecture and the right tools.
  • RESTful Design
    Rails promotes RESTful application design, which means that it aligns well with best practices in web development and makes it easier to build APIs.

Possible disadvantages of Ruby on Rails

  • Performance
    Ruby on Rails can be slower than some other frameworks, particularly for applications that require a lot of computation or have high traffic.
  • Learning Curve
    While Rails makes many things easier with its conventions, this can create a steep learning curve for newcomers who need to understand the 'Rails way' of doing things.
  • Scalability Concerns
    Due to its monolithic nature, scaling Rails can be challenging, requiring significant architectural changes and optimizations.
  • Lesser Flexibility
    The conventions that make Rails easy to use can also be limiting. When you need to do something outside the typical Rails flow, it may be harder to implement.
  • Runtime Speed
    Ruby, the language that Rails is built on, is generally slower in terms of execution speed compared to other languages like Java or C++.
  • Memory Consumption
    Rails applications can consume a lot of memory, which can be a concern for large-scale applications or those with limited resources.

Apache Mahout videos

+ Add

Apache Mahout Tutorial-1 | Apache Mahout Tutorial for Beginners-1 | Edureka

More videos:

  • Tutorial - Machine Learning with Mahout | Apache Mahout Tutorial | Edureka

Ruby on Rails videos

+ Add

Ruby On Rails Biggest Waste Of Time In 2020 | Ruby on Rails Dead

More videos:

  • Tutorial - Ruby on Rails Tutorial | Build a Book Review App - Part 1

Category Popularity

0-100% (relative to Apache Mahout and Ruby on Rails)

Apache Mahout

Ruby on Rails

Data Dashboard
100 100%
Data Dashboard
0% 0
Developer Tools
0 0%
Developer Tools
100% 100
Data Science And Machine Learning
100 100%
Data Science And Machine Learning
0% 0
Web Frameworks
0 0%
Web Frameworks
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 Apache Mahout and Ruby on Rails

Apache Mahout Reviews

We have no reviews of Apache Mahout yet.
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Ruby on Rails Reviews

  1. Stan
    · Founder at SaaSHub ·
    The most productive web framework

    Yes, there are other more trending frameworks; however, nothing reaches the productivity of Rails. It's simply unbeatable if you have a small team.

    For example both SaaSHub and LibHunt were built on Rails.

    🏁 Competitors: Django, Laravel
Top 9 best Frameworks for web development
The best frameworks for web development include React, Angular, Vue.js, Django, Spring, Laravel, Ruby on Rails, Flask and Express.js. Each of these frameworks has its own advantages and distinctive features, so it is important to choose the framework that best suits the needs of your project.
Source: www.kiwop.com
Top 5 Laravel Alternatives
In terms of documentation, guidelines, and libraries, Ruby on Rails is the superior framework for smaller applications. Since it entered the online scene before Laravel, its community is larger and more well-liked among programmers. When compared to other Laravel alternatives, Ruby’s code is much simpler to understand and write.
Source: www.etatvasoft.com
Top 10 Phoenix Framework Alternatives
While modern frameworks try to minimize the tradeoffs to a limited extent, none of them has come closer to the implementation of the Phoenix Framework, which offers Ruby on Rails levels of productivity while being one of the fastest frameworks available in the market.
Source: blog.back4app.com
10 Ruby on Rails Alternatives For Web Development in 2022
Once a prolific web development technology, in 2021, both Ruby and Ruby on Rails are considered dying technologies. The data speaks for itself. In October 2021, Ruby lost 3 ranks in the Tiobe Index compared to October 2020 and became the 16th most searched programming language. The same decline in Ruby on Rails popularity is demonstrated by Google Trends. The language...
Source: www.ideamotive.co
Get Over Ruby on Rails — 3 Alternative Web Frameworks Worth Checking Out
Disclaimer: I started working on this article before the big controversy about Basecamp happened. I don’t want to make any point about this in the article. Regardless of what DHH and others are saying on different topics, Ruby on Rails is still a great piece of software and will continue to be. But there are some great alternatives as well that I would like to highlight.
Source: betterprogramming.pub

Social recommendations and mentions

Based on our record, Ruby on Rails seems to be a lot more popular than Apache Mahout. While we know about 142 links to Ruby on Rails, we've tracked only 3 mentions of Apache Mahout. 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.

Apache Mahout mentions (3)

  • Apache Mahout: A Deep Dive into Open Source Innovation and Funding Models
    Apache Mahout stands as a prime example of how open source projects can thrive through community collaboration, transparent governance, and diversified funding strategies. Its integration of traditional corporate sponsorship and avant-garde blockchain tokenization demonstrates that sustainability in open source development is not only feasible but can also be dynamic and innovative. Whether you are a developer... - Source: dev.to / 3 months ago
  • In One Minute : Hadoop
    Mahout, a library of machine learning algorithms compatible with M/R paradigm. - Source: dev.to / over 2 years ago
  • 20+ Free Tools & Resources for Machine Learning
    Mahout Apache Mahout (TM) is a distributed linear algebra framework and mathematically expressive Scala DSL designed to let mathematicians, statisticians, and data scientists quickly implement their own algorithms. - Source: dev.to / about 3 years ago

Ruby on Rails mentions (142)

  • Unlocking Opportunities: How to Thrive as a Ruby Engineer in Today's Tech Landscape
    Ruby on Rails open source projects. Contribute and learn at the same time. - Source: dev.to / 16 days ago
  • Open Source: A Goldmine for Indie Hackers
    Speed of Development: Frameworks such as Django or Rails accelerate the development process. - Source: dev.to / 17 days ago
  • Indie Hacking with Open Source Tools: Innovating on a Budget
    This ecosystem is fueled by repositories hosting powerful languages, functions, and versatile tools—from backend frameworks like Django and Ruby on Rails to containerization with Docker and distributed version control via Git. Moreover, indie hackers can also utilize open source design tools (e.g. GIMP, Inkscape) and analytics platforms such as Matomo. - Source: dev.to / 19 days ago
  • Charybdis ORM: Building High-Performance Distributed Rust Backends with ScyllaDB
    Ruby on Rails (RoR) is one of the most renowned web frameworks. When combined with SQL databases, RoR transforms into a powerhouse for developing back-end (or even full-stack) applications. It resolves numerous issues out of the box, sometimes without developers even realizing it. For example, with the right callbacks, complex business logic for a single API action is automatically wrapped within a transaction,... - Source: dev.to / 28 days ago
  • Ask HN: What's the ideal stack for a solo dev in 2025
    As it's just you I'd stick with Ruby on Rails 8[1] as you already know it and I think it could realistically easily achieve what you're proposing. There's lots of libraries to for calling out external AI services. e.g. Something like FastMCP[2] From the sound of it that's all you need. I'd use Hotwire[3] for the frontend and Hotwire Native if you want to rollout an app version quickly. I'd back it with... - Source: Hacker News / about 2 months ago
View more

What are some alternatives?

When comparing Apache Mahout and Ruby on Rails, you can also consider the following products

Apache Ambari - Ambari is aimed at making Hadoop management simpler by developing software for provisioning, managing, and monitoring Hadoop clusters.

Django - The Web framework for perfectionists with deadlines

Apache HBase - Apache HBase – Apache HBase™ Home

Laravel - A PHP Framework For Web Artisans

Apache Pig - Pig is a high-level platform for creating MapReduce programs used with Hadoop.

ASP.NET - ASP.NET is a free web framework for building great Web sites and Web applications using HTML, CSS and JavaScript.

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