Laravel Voyager VS Evidently AI

Evidently AI

Open-source monitoring for machine learning models

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2021-09-29

Landing page //
2023-08-19

Laravel Voyager

Website: voyager.devdojo.com
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Evidently AI

Website: evidentlyai.com
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Laravel Voyager features and specs

Easy Setup
Laravel Voyager offers a straightforward installation process, which makes it easy for developers to quickly set up a new project with a functional admin panel.
Intuitive Interface
The user interface provided by Voyager is user-friendly and visually appealing, which helps developers and clients to easily navigate the admin panel without a steep learning curve.
Built-in CRUD Functionality
Voyager comes with built-in CRUD (Create, Read, Update, Delete) features for database management, allowing developers to manage application data with minimal coding.
Extensible with Hooks
Developers can extend Voyager's functionality using action and filter hooks, providing flexibility for customization and additional features without modifying core files.
Rich Media Manager
It includes a powerful media manager that allows users to easily manage images and other media files within the admin interface, improving content management.

Possible disadvantages of Laravel Voyager

Limited Customization
While Voyager provides many out-of-the-box features, its default setup can be restrictive, and extensive customization may require significant effort or familiarity with its codebase.
Performance Overhead
Including Voyager in a project can add extra overhead due to its comprehensive features, which might impact performance, especially for smaller applications.
Dependency on Laravel
Voyager is designed specifically for Laravel applications, meaning it cannot be used with other PHP frameworks, limiting its versatility to projects built on Laravel.
Upgrade and Compatibility Issues
Maintaining and upgrading projects with Voyager can encounter compatibility issues, especially when Laravel releases new updates that require Voyager-specific patches.
Learning Curve for Advanced Features
While basic usage is straightforward, leveraging advanced features or troubleshooting issues might require a deeper understanding of the package and its integration with Laravel.

Evidently AI features and specs

Automated Monitoring
Evidently AI provides automated monitoring of machine learning models, which helps in identifying performance degradation or drift, ensuring models remain accurate and reliable over time.
User-Friendly Interface
The platform offers a user-friendly interface that allows practitioners with varying levels of expertise to easily navigate through features and monitor models effectively.
Comprehensive Reporting
Evidently AI generates detailed reports that include key metrics and insights about model performance, making it easier to communicate findings with stakeholders.
Integration Capabilities
It can be integrated seamlessly with existing data pipelines and machine learning infrastructures, allowing for more streamlined workflows.
Open Source
As an open-source tool, Evidently AI enables greater flexibility and customization, allowing users to modify and extend its features to suit specific needs.

Possible disadvantages of Evidently AI

Limited Advanced Features
While Evidently AI covers basic and intermediate monitoring needs well, it may lack some of the more advanced features offered by other specialized commercial platforms.
Dependency Management
Being open-source, managing dependencies and ensuring compatibility with other tools or libraries can sometimes be challenging and may require additional effort.
Resource Intensive
The tool may require significant computational resources for large scale models or big datasets, which could be a limitation for some users.
Initial Setup Complexity
Initial setup and configuration of the platform might be complex for users without a strong technical background, potentially causing a steeper learning curve.

Analysis of Evidently AI

Overall verdict

Yes, Evidently AI is a solid choice for monitoring and understanding machine learning models.

Why this product is good

User-Friendly: Evidently AI offers an intuitive interface that simplifies the process of monitoring machine learning models.
Comprehensive Dashboards: It provides detailed dashboards that help in tracking and understanding model performance over time.
Open-Source: As an open-source tool, it allows users to customize and extend its functionality, ensuring it meets specific needs.
Automated Reporting: The platform automates the creation of reports, saving time and reducing manual effort in analyzing model outputs.
Community Support: Being open-source, it has a community that contributes to its growth and provides support, making it reliable and up-to-date.

Recommended for

Data Scientists: To streamline model monitoring and gain insights into model performance.
Machine Learning Engineers: To automate the reporting and monitoring process, ensuring models perform optimally.
Organizations: That need a scalable and customizable solution for machine learning model reporting and monitoring.
Companies Looking for Open-Source Solutions: Those who prefer open-source tools for flexibility and cost-effectiveness.

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How to Monitor Machine Learning Models (Evidently AI)

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User comments

Share your experience with using Laravel Voyager and Evidently AI. For example, how are they different and which one is better?

Social recommendations and mentions

Based on our record, Laravel Voyager should be more popular than Evidently AI. It has been mentiond 9 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.

Laravel Voyager mentions (9)

How to create a family of forms to maintain the contents of a database table in less than 5 minutes without writing any code
Laravel, for instance, has Craftable & Voyager to name a few. Source: over 2 years ago
An admin panel for your Laravel application.
When you are creating an application in Laravel then there are many chances that you need an admin panel. So here is a free and open-source admin panel, whose name is Voyager. - Source: dev.to / almost 3 years ago
What package to use roles and permissions, an user has many work spaces each workspace can have a different role?
Have you heard about laravel voyager? it's serve as a admin panel for laravel. It could be what you are looking for from what I reading. Laravel voyager website information. Source: about 3 years ago
Is there an admin panel package for Adonis?
Does Adonis have any packages that can create a fully fledged admin panel, like Voyager or Laravel Admin for Laravel, or the built-in Django Admin that Django ships with? I really like Adonis, but this is one feature I could really do with. Source: over 3 years ago
Create a repeatable field in Laravel Voyager in 5 steps
I used Laravel v8.76.2 and Voyager v1.5 for this example. You can find a tutorial on how to create a custom formfield in Voyager in the official documentation as well. - Source: dev.to / over 3 years ago

Evidently AI mentions (2)

[D] Using MLFlow for model performance tracking
It is doable. However the main focus of MLFlow is in experiment tracking. I would suggest for you to look into another monitoring tools such evidentlyai . You can track more things than performance (e.g.data drift). Which may be helpful in a production setting. Source: almost 3 years ago
Five Data Quality Tools You Should Know
Evidently is an open-source Python library that analyzes and monitors machine learning models. It generates interactive reports based on Panda DataFrames and CSV files for troubleshooting models and checking data integrity. These reports show model health, data drift, target drift, data integrity, feature analysis, and performance by segment. - Source: dev.to / over 3 years ago