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Jupyter VS CakePHP

Compare Jupyter VS CakePHP and see what are their differences

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Jupyter logo Jupyter

Project Jupyter exists to develop open-source software, open-standards, and services for interactive computing across dozens of programming languages. Ready to get started? Try it in your browser Install the Notebook.

CakePHP logo CakePHP

The Rapid Development Framework for PHP
  • Jupyter Landing page
    Landing page //
    2023-06-22
  • CakePHP Landing page
    Landing page //
    2023-10-21

Jupyter features and specs

  • Interactive Computing
    Jupyter allows real-time interaction with the data and code, providing immediate feedback and making it easier to experiment and iterate.
  • Rich Media Output
    It supports output in various formats including HTML, images, videos, LaTeX, and more, enhancing the ability to visualize and interpret results.
  • Language Agnostic
    Jupyter supports multiple programming languages through its kernel system (e.g., Python, R, Julia), allowing flexibility in the choice of tools.
  • Collaborative Features
    It enables collaboration through shared notebooks, version control, and platform integrations like GitHub.
  • Educational Tool
    Jupyter is widely used for teaching, thanks to its easy-to-use interface and ability to combine narrative text with code, making it ideal for assignments and tutorials.
  • Extensibility
    Jupyter is highly extensible with a large ecosystem of plugins and extensions available for various functionalities.

Possible disadvantages of Jupyter

  • Performance Issues
    For larger datasets and more complex computations, Jupyter can be slower compared to running scripts directly in a dedicated IDE.
  • Version Control Challenges
    Managing version control for Jupyter notebooks can be cumbersome, as they are not plain text files and include metadata that can make diffing and merging complex.
  • Resource Intensive
    Running Jupyter notebooks can be resource-intensive, especially when working with multiple large notebooks simultaneously.
  • Security Concerns
    Because Jupyter allows code execution in the browser, it can be a potential security risk if notebooks from untrusted sources are run without restrictions.
  • Dependency Management
    Managing dependencies and ensuring that the notebook runs consistently across different environments can be challenging.
  • Less Suitable for Production
    Jupyter is often considered more as a research and educational tool rather than a production environment; transitioning from a notebook to production code can require significant refactoring.

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.

Jupyter videos

+ Add

What is Jupyter Notebook?

More videos:

  • Tutorial - Jupyter Notebook Tutorial: Introduction, Setup, and Walkthrough
  • Review - JupyterLab: The Next Generation Jupyter Web Interface

CakePHP videos

+ Add

CakePHP 3.7 Standards and MySQL Database Review

More videos:

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

Category Popularity

0-100% (relative to Jupyter and CakePHP)

Jupyter

CakePHP

Data Science And Machine Learning
100 100%
Data Science And Machine Learning
0% 0
Web Frameworks
0 0%
Web Frameworks
100% 100
Data Dashboard
100 100%
Data Dashboard
0% 0
Developer Tools
0 0%
Developer Tools
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 Jupyter and CakePHP

Jupyter Reviews

Jupyter Notebook & 10 Alternatives: Data Notebook Review [2023]
Once you install nteract, you can open your notebook without having to launch the Jupyter Notebook or visit the Jupyter Lab. The nteract environment is similar to Jupyter Notebook but with more control and the possibility of extension via libraries like Papermill (notebook parameterization), Scrapbook (saving your notebook’s data and photos), and Bookstore (versioning).
Source: lakefs.io
7 best Colab alternatives in 2023
JupyterLab is the next-generation user interface for Project Jupyter. Like Colab, it's an interactive development environment for working with notebooks, code, and data. However, JupyterLab offers more flexibility as it can be self-hosted, enabling users to use their own hardware resources. It also supports extensions for integrating other services, making it a highly...
Source: deepnote.com
12 Best Jupyter Notebook Alternatives [2023] – Features, pros & cons, pricing
Jupyter Notebook is a widely popular tool for data scientists to work on data science projects. This article reviews the top 12 alternatives to Jupyter Notebook that offer additional features and capabilities.
Source: noteable.io
15 data science tools to consider using in 2021
Jupyter Notebook's roots are in the programming language Python -- it originally was part of the IPython interactive toolkit open source project before being split off in 2014. The loose combination of Julia, Python and R gave Jupyter its name; along with supporting those three languages, Jupyter has modular kernels for dozens of others.
Source: searchbusinessanalytics.techtarget.com
Top 4 Python and Data Science IDEs for 2021 and Beyond
Yep — it’s the most popular IDE among data scientists. Jupyter Notebooks made interactivity a thing, and Jupyter Lab took the user experience to the next level. It’s a minimalistic IDE that does the essentials out of the box and provides options and hacks for more advanced use.
Source: towardsdatascience.com

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

Social recommendations and mentions

Based on our record, Jupyter seems to be a lot more popular than CakePHP. While we know about 216 links to Jupyter, we've tracked only 10 mentions of CakePHP. 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.

Jupyter mentions (216)

  • The 3 Best Python Frameworks To Build UIs for AI Apps
    Showcase and share: Easily embed UIs in Jupyter Notebook, Google Colab or share them on Hugging Face using a public link. - Source: dev.to / 2 months ago
  • LangChain: From Chains to Threads
    LangChain wasn’t designed in isolation — it was built in the data pipeline world, where every data engineer’s tool of choice was Jupyter Notebooks. Jupyter was an innovative tool, making pipeline programming easy to experiment with, iterate on, and debug. It was a perfect fit for machine learning workflows, where you preprocess data, train models, analyze outputs, and fine-tune parameters — all in a structured,... - Source: dev.to / 3 months ago
  • Applied Artificial Intelligence & its role in an AGI World
    Leverage versatile resources to prototype and refine your ideas, such as Jupyter Notebooks for rapid iterations, Google Colabs for cloud-based experimentation, OpenAI’s API Playground for testing and fine-tuning prompts, and Anthropic's Prompt Engineering Library for inspiration and guidance on advanced prompting techniques. For frontend experimentation, tools like v0 are invaluable, providing a seamless way to... - Source: dev.to / 4 months ago
  • Jupyter Notebook for Java
    Lately I've been working on Langgraph4J which is a Java implementation of the more famous Langgraph.js which is a Javascript library used to create agent and multi-agent workflows by Langchain. Interesting note is that [Langchain.js] uses Javascript Jupyter notebooks powered by a DENO Jupiter Kernel to implement and document How-Tos. So, I faced a dilemma on how to use (or possibly simulate) the same approach in... - Source: dev.to / 8 months ago
  • JIRA Analytics with Pandas
    One of the most convenient ways to play with datasets is to utilize Jupyter. If you are not familiar with this tool, do not worry. I will show how to use it to solve our problem. For local experiments, I like to use DataSpell by JetBrains, but there are services available online and for free. One of the most well-known services among data scientists is Kaggle. However, their notebooks don't allow you to make... - Source: dev.to / 11 months ago
View more

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 / 11 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

What are some alternatives?

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

Looker - Looker makes it easy for analysts to create and curate custom data experiences—so everyone in the business can explore the data that matters to them, in the context that makes it truly meaningful.

Laravel - A PHP Framework For Web Artisans

Databricks - Databricks provides a Unified Analytics Platform that accelerates innovation by unifying data science, engineering and business.‎What is Apache Spark?

CodeIgniter - A Fully Baked PHP Framework

Google BigQuery - A fully managed data warehouse for large-scale data analytics.

Django - The Web framework for perfectionists with deadlines

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