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Compare Mahout and scikit-learn 
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At a Glance
Market Segments
Mid-Market (38.5% of reviews)
Enterprise (40.7% of reviews)
Entry-Level Pricing
No pricing available
No pricing available
Mahout
Star Rating
(13)4.2 out of 5
Market Segments
Mid-Market (38.5% of reviews)
Entry-Level Pricing
No pricing available
Learn more about Mahoutscikit-learn
Star Rating
(59)4.8 out of 5
Market Segments
Enterprise (40.7% of reviews)
Entry-Level Pricing
No pricing available
Learn more about scikit-learnSummary
AI Generated Summary
AI-generated. Powered by real user reviews.
- Users report that Mahout's integration capabilities are robust, particularly with Hadoop, making it a strong choice for organizations already invested in the Hadoop ecosystem. In contrast, reviewers mention that scikit-learn excels in its ease of integration with Python-based applications, which is a significant advantage for teams using Python for data science.
- Reviewers say that Mahout's algorithm selection is diverse, particularly for large-scale data processing, but some users feel that the learning curve can be steep. On the other hand, users on G2 highlight scikit-learn's user-friendly interface and extensive documentation, making it easier for beginners to implement machine learning algorithms.
- G2 users mention that Mahout provides solid support for distributed computing, which is essential for handling big data. However, users report that scikit-learn's support is more accessible and responsive, with many users appreciating the active community and resources available for troubleshooting.
- Reviewers mention that Mahout's performance shines in scenarios requiring high scalability, but some users express concerns about its complexity in setup and administration. In contrast, users say that scikit-learn is praised for its straightforward setup process, allowing teams to get started quickly without extensive configuration.
- Users report that Mahout's actionable insights can be powerful for advanced users who are comfortable with its framework, but some find it less intuitive. Conversely, reviewers mention that scikit-learn provides clear and actionable insights that are easy to interpret, making it a favorite among data analysts.
- Reviewers say that Mahout's product direction is promising, especially with its focus on big data applications, but some users feel that it lacks the frequent updates seen in scikit-learn. Users on G2 highlight scikit-learn's consistent updates and improvements, which keep it aligned with the latest trends in machine learning.
Pricing
Entry-Level Pricing
Mahout
No pricing availablescikit-learn
No pricing availableFree Trial
Mahout
No trial information availablescikit-learn
No trial information availableRatings
Meets Requirements
8.3
11
9.6
52
Ease of Use
7.1
11
9.6
52
Ease of Setup
7.6
9
9.6
40
Ease of Admin
7.6
9
9.4
39
Quality of Support
8.8
8
9.4
48
Has the product been a good partner in doing business?
8.6
6
9.2
35
Product Direction (% positive)
8.9
11
9.3
52
Features by Category
Integration - Machine Learning
Not enough data
Not enough data
Learning - Machine Learning
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Categories
Categories
Shared Categories
Mahout and scikit-learn are categorized as Machine Learning
Unique Categories
Mahout has no unique categories
scikit-learn has no unique categories
Reviews
Reviewers' Company Size
Mahout
Small-Business(50 or fewer emp.)
Mid-Market(51-1000 emp.)
Enterprise(> 1000 emp.)
scikit-learn
Small-Business(50 or fewer emp.)
Mid-Market(51-1000 emp.)
Enterprise(> 1000 emp.)
Small-Business
(50 or fewer emp.)
Mid-Market
(51-1000 emp.)
Enterprise
(> 1000 emp.)
Reviewers' Industry
Computer Software
23.1%
Transportation/Trucking/Railroad
7.7%
Telecommunications
7.7%
Semiconductors
7.7%
Real Estate
7.7%
Other
46.2%
Computer Software
35.6%
Information Technology and Services
16.9%
Higher Education
10.2%
Computer & Network Security
6.8%
Hospital & Health Care
5.1%
Other
25.4%
Alternatives
Discussions
Mahout has no discussions with answers
What is scikit-learn used for?
2 Comments
MS
Scikit-learn is a powerful library, well-integrated with other Python libraries such as pandas, NumPy, Matplotlib, and Seaborn. It supports creating machine...Read more
What is Python Scikit learn?
1 Comment
RA
It is a library used to implement machine-learning models. Provides vast range of methods to perform data preprocessing, feature selection, and popularly...Read more
scikit-learn has no more discussions with answers
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