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CakePHP VS Numerai

Compare CakePHP VS Numerai and see what are their differences

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CakePHP logo CakePHP

The Rapid Development Framework for PHP

Numerai logo Numerai

Hedge fund that crowdsources market trading from AI programmers over the Internet
  • CakePHP Landing page
    Landing page //
    2023-10-21
  • Numerai Landing page
    Landing page //
    2023-06-15

CakePHP features and specs

  • Structured MVC Framework
    CakePHP follows the Model-View-Controller (MVC) architectural pattern, which provides a clear separation of concerns, making the application more organized and maintainable.
  • Built-in ORM
    CakePHP includes a powerful Object-Relational Mapping (ORM) system which simplifies database interactions and promotes the use of PHP objects instead of writing raw SQL queries.
  • Convention Over Configuration
    CakePHP follows the 'convention over configuration' philosophy, which reduces the need for extensive configuration and allows developers to quickly set up new projects.
  • Security Features
    The framework comes with built-in security features like input validation, SQL injection prevention, and CSRF protection, which help in building safer applications.
  • Active Community
    CakePHP has an active and supportive community, which provides a wealth of plugins, tutorials, and help through forums and other online resources.

Possible disadvantages of CakePHP

  • Learning Curve
    For developers who are new to MVC frameworks or the conventions used by CakePHP, there can be a steep learning curve initially.
  • Performance Overhead
    Due to its extensive features and abstractions, CakePHP can sometimes have a higher performance overhead compared to lightweight frameworks, especially in high-traffic applications.
  • Limited Flexibility
    While conventions can be beneficial, they may also limit flexibility for developers who prefer to structure their projects differently or need to implement custom solutions.
  • Updates and Compatibility
    Major updates to the framework might introduce breaking changes, requiring existing projects to undergo significant modifications to stay up-to-date.

Numerai features and specs

  • Innovative Crowdsourcing Model
    Numerai utilizes a crowdsourced approach to hedge fund management, inviting data scientists worldwide to contribute predictive models for stock market forecasts. This approach encourages diverse ideas and has the potential to improve forecast accuracy.
  • Data Anonymization
    Numerai provides data that is anonymized and purified, which allows data scientists to focus on modeling without worrying about privacy concerns and protecting proprietary data.
  • Potential Earnings
    Participants can earn rewards in the form of the cryptocurrency Numeraire (NMR) based on the performance of their models, which provides a financial incentive for contributing high-quality models.
  • Transparent Performance Monitoring
    Numerai provides a transparent performance evaluation system, allowing contributors to track the effectiveness of their models and see how they stack up against others in the community.
  • Community Collaboration
    The platform fosters a sense of community among data scientists, encouraging them to share ideas, collaborate, and learn from one another through forums and various competitions.

Possible disadvantages of Numerai

  • Complexity of Modeling
    Creating predictive models for financial markets is inherently complex and requires a deep understanding of data science and statistical methods, which may not be suitable for novice data scientists.
  • Volatility of Earnings
    Given that rewards are paid in cryptocurrency (NMR), the value of earnings may be subject to high volatility, which can affect the financial stability of potential earnings from model contributions.
  • Limited Data Visibility
    Due to the anonymized nature of the data provided, contributors may miss certain nuances and context that could be useful for building more effective models.
  • Competition Intensity
    Being a globally open platform, Numerai attracts a large number of participants, which means high competition and potentially lower chances of achieving top-tier rewards.
  • Dependence on Platform
    Contributors' success is heavily dependent on the stability and integrity of the Numerai platform, which can be a risk factor if there are changes to platform policies or rewards structures.

CakePHP videos

+ Add

CakePHP 3.7 Standards and MySQL Database Review

More videos:

  • Tutorial - CakePHP 3 Tutorial - part 1: Introduction & Installation

Numerai videos

+ Add

Numerai Starter Pack #1: Intro to Numerai

More videos:

  • Review - Richard Craib: WallStreetBets, Numerai, and the Future of Stock Trading | Lex Fridman Podcast #159
  • Review - E729: Founder Richard Craib shares A.I. hedge fund Numerai, blockchain & mission to manage world’s $

Category Popularity

0-100% (relative to CakePHP and Numerai)

CakePHP

Numerai

Web Frameworks
100 100%
Web Frameworks
0% 0
Development
0 0%
Development
100% 100
Developer Tools
100 100%
Developer Tools
0% 0
Data Collaboration
0 0%
Data Collaboration
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 CakePHP and Numerai

CakePHP Reviews

CakePHP vs CodeIgniter: Which PHP Framework is Best for Development?
CakePHP: CakePHP was released in April 2005 by Larry Masters. It is influenced by the concepts of Ruby on Rails and emphasizes convention over configuration, aiming to make web development fast and easy. CakePHP has undergone significant evolution, with the latest versions providing advanced features while maintaining backward compatibility.
Source: blog.radwebhosting.com
Top 5 Laravel Alternatives
CakePHP is less complicated to work with than Laravel. CakePHP’s stated goal is to streamline the processes of developing, deploying, and maintaining Web Apps. The clean MVC layout makes it easy to pick up and use.
Source: www.etatvasoft.com
Top 10 Phoenix Framework Alternatives
CakePHP offers multiple features like code generation and app scaffolding that accelerates production speeds and saves development costs.
Source: blog.back4app.com
The Most Popular PHP Frameworks to Use in 2021
For example, the CakePHP framework has the Bake command-line tool which can quickly create any skeleton code that you need in your application.
Source: kinsta.com
Top 9 PHP Frameworks For Web Development In 2021
CakePHP is an open-source web development PHP framework. It’s ranked 6th in PHP Benchmarks, just above the Laravel web development framework. The newly released v4.0 comes with a renovated skeleton design and provides APIs to enable developers for rapid application development. On GitHub, it has 8.3k+ stars and 555 contributors. For commercial support, you have cakeDC....
Source: www.lambdatest.com

Numerai Reviews

We have no reviews of Numerai yet.
Be the first one to post

Social recommendations and mentions

Based on our record, Numerai should be more popular than CakePHP. 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.

CakePHP mentions (10)

  • How to Use ServBay to Create and Run a CakePHP Project
    CakePHP is an open-source PHP web framework designed to help developers build web applications quickly. It is based on the MVC (Model-View-Controller) architecture and provides a powerful toolkit to simplify common development tasks such as database interactions, form handling, authentication, and session management. - Source: dev.to / 12 months ago
  • Top 12 PHP Frameworks For Web Development in 2024
    CakePHP is an open-source PHP framework for web development with 8.7k stars and 3.5k forks on GitHub. It offers APIs that enable developers to develop applications quickly. It allows you to create highly secure and scalable web applications, including social networks, eCommerce, and online collaboration platforms. - Source: dev.to / over 1 year ago
  • Any suggestions for lighter frameworks than Laravel?
    Give https://cakephp.org/ a try. It also is one of the oldest ones out there, so quite mature and stable while being rather lightweight. Serving JSON API seems like a good fit. Source: over 2 years ago
  • Which PHP Framework Should You Use in 2023?
    You can download it and review the documentation here: https://cakephp.org/. - Source: dev.to / over 2 years ago
  • My Workflow
    As the name of the service says it will work best with Laravel but it is not a problem to modify code from other frameworks to make it work the same way. I have several applications created this way in CakePHP. I have this set to manual after clicking the deploy button, but if you want you can turn on quick deploy and then it will publish the application after a push to the main branch (or another one, depending... - Source: dev.to / over 2 years ago
View more

Numerai mentions (20)

  • Sci-Hub Sci-Net
    Numerai? Though I'm not so sure - their coin seems to have lost a lot of dollar value since I last checked. https://numer.ai/. - Source: Hacker News / about 1 month ago
  • Cryptographers Solve Decades-Old Privacy Problem
    For example the Numerai hedge fund's data science tournament for crowdsourced stock market prediction is giving out their expensive hedge fund quality data to their users but it's transformed enough that the users don't actually know what the data is, yet the machine learning models are still working on it. To my knowledge it's not homomorphic encryption because that would be still too computational expensive, but... - Source: Hacker News / over 1 year ago
  • Stock Market Charts You Never Saw
    If you are interested in the machine learning part, you can try the Numerai tournament ( http://numer.ai ). They provide obfuscated high quality hedge fund data that participants can train their models on and send back only their predictions and then they combine the user's predictions into their market neutral meta model which they actively trade. So far their fund's returns looks promising in their category... - Source: Hacker News / over 2 years ago
  • [P] Seeking collaboration with VERY experience ML scientist (Lucrative opportunity)
    This does not solve your problem, but you would be interested in https://numer.ai which is a "wisdom of the crowds" ML competition for stock market predictions. Source: almost 3 years ago
  • Ask HN: Who is hiring? (January 2022)
    Company: Numerai (https://numer.ai) Position: Web Developer Location: San Francisco (Remote/On-site with WFH days) Numerai is a new kind of hedge fund powered by thousands of competing data scientists from around the world, all working to predict the stock market. - Source: Hacker News / over 3 years ago
View more

What are some alternatives?

When comparing CakePHP and Numerai, you can also consider the following products

Laravel - A PHP Framework For Web Artisans

Colaboratory - Free Jupyter notebook environment in the cloud.

CodeIgniter - A Fully Baked PHP Framework

Kaggle - Kaggle offers innovative business results and solutions to companies.

Django - The Web framework for perfectionists with deadlines

Explorium - Explorium is an External Data Platform that offers ML and AI-based datasets so data scientists can take part in data science competitors and marathons to win prizes.

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