# rapaio Reviews
**Vendor:** rapaio  
**Category:** [Machine Learning Software](https://www.g2.com/categories/machine-learning)  
**Average Rating:** 4.0/5.0  
**Total Reviews:** 10
## About rapaio
rapaio is a statistics, data mining and machine learning toolbox



## rapaio Pros & Cons
**What users like:**

- Users find Rapaio&#39;s **ease of use** allows seamless management of datasets and integration with machine learning tools. (2 reviews)
- Users appreciate the **ease of managing datasets with machine learning** tools in Rapaio, enhancing their development experience. (2 reviews)
- Users praise the **top-notch monitoring and analysis** capabilities of rapaio, enhancing their productivity and learning experience. (1 reviews)
- Users appreciate the **top-notch monitoring and analysis** of rapaio, enhancing their productivity and learning experience significantly. (1 reviews)
- Users find Rapaio to be **highly reliable** , especially appreciating its excellent monitoring and analysis features. (1 reviews)
- User Interface (1 reviews)

**What users dislike:**

- The **difficult learning** curve is evident, as beginners struggle with inadequate documentation for rapaio. (1 reviews)
- Users find rapaio to have **limited diversity** in features compared to Python, making it less detailed for analysis. (1 reviews)
- Users express concern over **missing features** , particularly the need for improved notifications and regular updates. (1 reviews)
- Users find the **poor documentation** challenging, particularly for beginners trying to navigate rapaio. (1 reviews)

## rapaio Reviews
  ### 1. Roaring Rapaio

**Rating:** 5.0/5.0 stars

**Reviewed by:** Nalin B. | Junior data Enginner, Small-Business (50 or fewer emp.)

**Reviewed Date:** March 12, 2025

**What do you like best about rapaio?**

Rapaio has some undoubtable features which led me handle everything in production so well. The User Interface is recommended for all to gear up learning with interaction.
Its monitoring and analyzation is top notch that i liked the most. Overall rapaio is something i can depend on.

**What do you dislike about rapaio?**

There is nothing to be disliked just have concern for notifications and missing updates that is something that need's to be more continous.

**What problems is rapaio solving and how is that benefiting you?**

It helps me fixing and optimizing ML-Algorithms and Deliver a good LLM or predictions merged with different models.

  ### 2. Data Mining becomes easy with rapaio

**Rating:** 4.0/5.0 stars

**Reviewed by:** Sharique K. | Software Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 19, 2023

**What do you like best about rapaio?**

The best thing is the VAR filters and Data Handling. Easily installable and friendly to use. Also, the Hypothesis Testing is much better than the others. The customer support is great, and they are very kind people.

**What do you dislike about rapaio?**

There comes a time when you are weak in Java and it would be difficult to work on these tools. Also, if you are new to AI, I would say first learn the basics then go for it. We did not use this tool much as we were expecting it.

**What problems is rapaio solving and how is that benefiting you?**

I used this product in my project for Decision Trees and Random forests which are regression and classification. And there are many more stuffs which were helpful for me and my team.

  ### 3. Wonderful library for machine learning tools

**Rating:** 5.0/5.0 stars

**Reviewed by:** Peenaksh S. | SWE, Small-Business (50 or fewer emp.)

**Reviewed Date:** October 29, 2024

**What do you like best about rapaio?**

Rapaio contains a many machine learning tools for developing as well as testing. It provides the leniency for the users to directly use machine learning algorithms when in use.

**What do you dislike about rapaio?**

The documentation provided is not very good for beginners.

**What problems is rapaio solving and how is that benefiting you?**

Rapaio consists of many useful machine learning and data mining tools that can be directly used. It helped me while developing ML based applications.

  ### 4. Review on rapaio

**Rating:** 4.0/5.0 stars

**Reviewed by:** Satish V. | Technical Recruiter, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 05, 2024

**What do you like best about rapaio?**

allows to manage datasets on ease with machine learning and works smooth in java application

**What do you dislike about rapaio?**

it is not detailed and it is limited compared to python

**What problems is rapaio solving and how is that benefiting you?**

Connecting with Java and data science and visualizing with java based smoothly

  ### 5. Rapaio - Java Data Exploratory tool

**Rating:** 4.0/5.0 stars

**Reviewed by:** Shivankar P. | Research Intern, Small-Business (50 or fewer emp.)

**Reviewed Date:** August 19, 2023

**What do you like best about rapaio?**

It almost covers all aspects of data analysis, mining and also ML. Supports all the major statistical distributions. From ML perspective covers multiple algo's and models in both supervised and unsupervised. It has good classification, clustering and regression models.

**What do you dislike about rapaio?**

Open source with very small community. A lot of improvements has to be done. There are many better alternatives like Weka.

**What problems is rapaio solving and how is that benefiting you?**

Tried using it in one of my machine learning projects at work which had Springboot java microservices as the backend.

  ### 6. Powerful and Usefull toolbox for Data Analytics and Artificial Intelligence /Machine Learning

**Rating:** 4.5/5.0 stars

**Reviewed by:** Taresh B. | RESEARCH  ASSOCIATE, Mid-Market (51-1000 emp.)

**Reviewed Date:** May 02, 2024

**What do you like best about rapaio?**

It ishaving a User friendly Interface and efficient processing capabilities and powerfull features.

**What do you dislike about rapaio?**

Its  specific functionalities are challenging and less intuitive.

**What problems is rapaio solving and how is that benefiting you?**

I used rapaio to perform various task with my data and it was great experience .

  ### 7. Rapaio - A Java toolbox

**Rating:** 5.0/5.0 stars

**Reviewed by:** Mandira G. | Open source contributor , Small-Business (50 or fewer emp.)

**Reviewed Date:** September 15, 2023

**What do you like best about rapaio?**

Helps in statistics like Special Math functions, Maximum, Minimum, Mode (only for nominal values), Sum, Mean, Variance, Quantiles, standard deviation, skewness etc.

**What do you dislike about rapaio?**

Still in the development stage and there are many softwares which provides more features.

**What problems is rapaio solving and how is that benefiting you?**

It helps in statistical calculations for data mining, data warehousing and big data.

  ### 8. Wide variety of statistical and machine learning tools

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.)

**Reviewed Date:** August 27, 2023

**What do you like best about rapaio?**

Many statistical distributions. Principal component analysis, clustering techniques.

**What do you dislike about rapaio?**

Does not seem to be having deep learning model support

**What problems is rapaio solving and how is that benefiting you?**

Integrate and evaluate in Android application

  ### 9. decent java toolbox

**Rating:** 3.5/5.0 stars

**Reviewed by:** Anish Kumar S. | Software Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** January 11, 2023

**What do you like best about rapaio?**

hypothesis testing with varying math function

**What do you dislike about rapaio?**

The community of rapaio is still tiny and in the early stage, so challenging to get help-related tutorials.

**What problems is rapaio solving and how is that benefiting you?**

It helps in extracting statistics from big data.

  ### 10. Nice Java tool box for ML and Data Mining

**Rating:** 2.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** September 22, 2018

**What do you like best about rapaio?**

Extensive Hypothesis test
Special Math functions
Maximum, Minimum, Mode (only for nominal values), Sum, Mean, Variance, Quantiles
Online Statistics: minimum, maximum, count, mean, variance, standard deviation, skewness, kurtosis

**What do you dislike about rapaio?**

Rapaio tutorials are not available as compare to other languages.

Hard to understand the core concepts.

**Recommendations to others considering rapaio:**

Basically, its a programming language can be used for ML and Statistics. I used it during my engineering on one the project called as Online Slambook to derive insights of available data.

**What problems is rapaio solving and how is that benefiting you?**

As its a machine learning and Data Mining technology available in Java Lib toolbox. We can derive Stats of any data. Very helpful for Data Mining on Big Data.


## rapaio Discussions
  - [What is rapaio used for?](https://www.g2.com/discussions/what-is-rapaio-used-for) - 1 comment

- [View rapaio pricing details and edition comparison](https://www.g2.com/products/rapaio/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-17+01%3A05%3A49+-0500&secure%5Bsession_id%5D=e769ccfe-9c10-4d90-aeb4-0e35b535de91&secure%5Btoken%5D=66e34acd79e7784ef03246751f9bcd28d4ccef9e785623f615583ddf6e054186&format=llm_user)

## rapaio Features
**Integration - Machine Learning**
- Integration

**Learning - Machine Learning**
- Training Data
- Actionable Insights
- Algorithm

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