The Top 20 Machine Learning Software

Check out this list of the top Machine Learning Software products based on user satisfaction. A product's satisfaction score is calculated by a proprietary algorithm that factors in real-user satisfaction ratings from review data. Software buyers can compare products according to their satisfaction scores to streamline the buying process and quickly identify the best products based on the experiences of their peers.

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G2 Satisfaction Score

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Vertex AI

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

43%

Information Technology and Services

27%

Financial Services

20%

Marketing and Advertising

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.6

Meets Requirements

Average: 9.4

8.7

Ease of Doing Business With

Average: 7.7

8.4

Ease of Setup

Average: 8.0

8.3

Quality of Support

Average: 9.2

8.4

Ease of Admin

Average: 8.0

7.7

Crossing Minds

Overall Satisfaction Score

Top Industries of Reviewers:

Consumer Goods

25%

Hospital & Health Care

25%

Entertainment

25%

Information Technology and Services

25%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.9

Meets Requirements

Average: 9.4

9.8

Ease of Doing Business With

Average: 7.7

10.0

Ease of Setup

Average: 8.0

10.0

Quality of Support

Average: 9.2

9.9

Ease of Admin

Average: 8.0

10.0

Google Cloud TPU

Overall Satisfaction Score

Top Industries of Reviewers:

Banking

25%

Hospitality

25%

Financial Services

25%

Research

25%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.8

Meets Requirements

Average: 9.4

9.8

Ease of Doing Business With

Average: 7.7

9.9

Ease of Setup

Average: 8.0

9.8

Quality of Support

Average: 9.2

9.7

Ease of Admin

Average: 8.0

9.8

scikit-learn

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

51%

Information Technology and Services

24%

Higher Education

15%

Computer & Network Security

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.8

Meets Requirements

Average: 9.4

9.8

Ease of Doing Business With

Average: 7.7

9.5

Ease of Setup

Average: 8.0

9.7

Quality of Support

Average: 9.2

9.7

Ease of Admin

Average: 8.0

9.6

IBM watsonx.ai

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

47%

Computer Software

26%

Consulting

16%

Hospital & Health Care

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.2

Meets Requirements

Average: 9.4

9.0

Ease of Doing Business With

Average: 7.7

9.1

Ease of Setup

Average: 8.0

9.3

Quality of Support

Average: 9.2

9.1

Ease of Admin

Average: 8.0

9.1

B2Metric

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

50%

Financial Services

25%

Information Technology and Services

17%

Consumer Services

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.9

Meets Requirements

Average: 9.4

10.0

Ease of Doing Business With

Average: 7.7

0.0

Ease of Setup

Average: 8.0

9.8

Quality of Support

Average: 9.2

9.9

Ease of Admin

Average: 8.0

0.0

Crab

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

90%

Information Technology and Services

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.9

Meets Requirements

Average: 9.4

10.0

Ease of Doing Business With

Average: 7.7

9.6

Ease of Setup

Average: 8.0

9.0

Quality of Support

Average: 9.2

9.4

Ease of Admin

Average: 8.0

9.3

AIToolbox

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

57%

Design

14%

Education Management

14%

Computer Software

14%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.6

Meets Requirements

Average: 9.4

9.5

Ease of Doing Business With

Average: 7.7

8.4

Ease of Setup

Average: 8.0

9.0

Quality of Support

Average: 9.2

9.2

Ease of Admin

Average: 8.0

8.9

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

63%

Civil Engineering

13%

Environmental Services

13%

Farming

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.9

Meets Requirements

Average: 9.4

9.9

Ease of Doing Business With

Average: 7.7

0.0

Ease of Setup

Average: 8.0

0.0

Quality of Support

Average: 9.2

9.8

Ease of Admin

Average: 8.0

10.0

#10

Black Crow AI

Overall Satisfaction Score

Top Industries of Reviewers:

Retail

38%

Food & Beverages

25%

Marketing and Advertising

25%

Apparel & Fashion

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

10.0

Meets Requirements

Average: 9.4

10.0

Ease of Doing Business With

Average: 7.7

0.0

Ease of Setup

Average: 8.0

0.0

Quality of Support

Average: 9.2

10.0

Ease of Admin

Average: 8.0

0.0

#11

Amazon Personalize

Overall Satisfaction Score

Top Industries of Reviewers:

Broadcast Media

40%

Computer Software

20%

Consumer Goods

20%

Arts and Crafts

20%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.4

Meets Requirements

Average: 9.4

9.5

Ease of Doing Business With

Average: 7.7

9.5

Ease of Setup

Average: 8.0

9.2

Quality of Support

Average: 9.2

9.2

Ease of Admin

Average: 8.0

9.4

#12

Amazon Forecast

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

40%

Information Technology and Services

28%

Retail

20%

Education Management

12%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.0

Meets Requirements

Average: 9.4

9.4

Ease of Doing Business With

Average: 7.7

9.2

Ease of Setup

Average: 8.0

8.4

Quality of Support

Average: 9.2

9.1

Ease of Admin

Average: 8.0

8.1

#13

Azure OpenAI Service

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

54%

Computer Software

31%

Financial Services

Health, Wellness and Fitness

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.8

Meets Requirements

Average: 9.4

9.1

Ease of Doing Business With

Average: 7.7

9.3

Ease of Setup

Average: 8.0

9.1

Quality of Support

Average: 9.2

8.6

Ease of Admin

Average: 8.0

8.4

#14

GoLearn

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

43%

Education Management

29%

Food & Beverages

14%

Computer Software

14%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.6

Meets Requirements

Average: 9.4

9.1

Ease of Doing Business With

Average: 7.7

9.1

Ease of Setup

Average: 8.0

9.3

Quality of Support

Average: 9.2

9.3

Ease of Admin

Average: 8.0

9.3

#15

Dataiku

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

25%

Pharmaceuticals

25%

Financial Services

25%

Consulting

25%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.8

Meets Requirements

Average: 9.4

9.2

Ease of Doing Business With

Average: 7.7

9.5

Ease of Setup

Average: 8.0

6.9

Quality of Support

Average: 9.2

9.0

Ease of Admin

Average: 8.0

9.0

#16

Personalizer

Overall Satisfaction Score

Top Industries of Reviewers:

Financial Services

25%

Information Technology and Services

25%

Computer Software

25%

Internet

25%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.1

Meets Requirements

Average: 9.4

9.6

Ease of Doing Business With

Average: 7.7

9.1

Ease of Setup

Average: 8.0

8.4

Quality of Support

Average: 9.2

8.8

Ease of Admin

Average: 8.0

8.4

#17

SAS Model Manager

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

81%

Hospital & Health Care

Banking

Mechanical or Industrial Engineering

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.8

Meets Requirements

Average: 9.4

8.7

Ease of Doing Business With

Average: 7.7

8.1

Ease of Setup

Average: 8.0

8.3

Quality of Support

Average: 9.2

8.2

Ease of Admin

Average: 8.0

8.3

#18

SAS Viya

Overall Satisfaction Score

Top Industries of Reviewers:

Banking

41%

Higher Education

37%

Computer Software

11%

Hospital & Health Care

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.5

Meets Requirements

Average: 9.4

8.6

Ease of Doing Business With

Average: 7.7

8.1

Ease of Setup

Average: 8.0

7.7

Quality of Support

Average: 9.2

8.2

Ease of Admin

Average: 8.0

7.2

#19

Clarifai

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

54%

Information Technology and Services

23%

Higher Education

15%

Computer & Network Security

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.6

Meets Requirements

Average: 9.4

8.7

Ease of Doing Business With

Average: 7.7

8.3

Ease of Setup

Average: 8.0

8.8

Quality of Support

Average: 9.2

9.1

Ease of Admin

Average: 8.0

8.5

#20

python-recsys

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

50%

Computer Software

25%

Design

13%

Automotive

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.6

Meets Requirements

Average: 9.4

8.7

Ease of Doing Business With

Average: 7.7

9.5

Ease of Setup

Average: 8.0

9.1

Quality of Support

Average: 9.2

8.9

Ease of Admin

Average: 8.0

9.3

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