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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

44%

Information Technology and Services

30%

Financial Services

18%

Marketing and Advertising

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.5

Meets Requirements

Average: 9.2

8.8

Ease of Doing Business With

Average: 6.6

8.3

Ease of Setup

Average: 8.7

8.5

Quality of Support

Average: 9.3

8.4

Ease of Admin

Average: 6.6

7.6

SAS Viya

Overall Satisfaction Score

Top Industries of Reviewers:

Higher Education

45%

Banking

31%

Computer Software

12%

Information Technology and Services

12%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.7

Meets Requirements

Average: 9.2

8.9

Ease of Doing Business With

Average: 6.6

8.6

Ease of Setup

Average: 8.7

8.4

Quality of Support

Average: 9.3

8.6

Ease of Admin

Average: 6.6

7.6

Azure OpenAI Service

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

48%

Computer Software

31%

Computer & Network Security

10%

Financial Services

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.3

Meets Requirements

Average: 9.2

9.3

Ease of Doing Business With

Average: 6.6

9.5

Ease of Setup

Average: 8.7

9.5

Quality of Support

Average: 9.3

9.2

Ease of Admin

Average: 6.6

9.1

IBM watsonx.ai

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

43%

Computer Software

25%

Consulting

18%

Banking

14%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.2

Meets Requirements

Average: 9.2

9.0

Ease of Doing Business With

Average: 6.6

9.1

Ease of Setup

Average: 8.7

9.0

Quality of Support

Average: 9.3

9.2

Ease of Admin

Average: 6.6

9.0

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

9.8

Meets Requirements

Average: 9.2

9.7

Ease of Doing Business With

Average: 6.6

10.0

Ease of Setup

Average: 8.7

10.0

Quality of Support

Average: 9.3

9.8

Ease of Admin

Average: 6.6

10.0

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: 9.2

10.0

Ease of Doing Business With

Average: 6.6

0.0

Ease of Setup

Average: 8.7

9.8

Quality of Support

Average: 9.3

10.0

Ease of Admin

Average: 6.6

0.0

Google Cloud TPU

Overall Satisfaction Score

Top Industries of Reviewers:

Financial Services

36%

Education Management

27%

Banking

18%

Computer & Network Security

18%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.4

Meets Requirements

Average: 9.2

9.0

Ease of Doing Business With

Average: 6.6

9.0

Ease of Setup

Average: 8.7

9.3

Quality of Support

Average: 9.3

9.0

Ease of Admin

Average: 6.6

9.6

scikit-learn

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

50%

Information Technology and Services

24%

Higher Education

17%

Computer & Network Security

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.8

Meets Requirements

Average: 9.2

9.1

Ease of Doing Business With

Average: 6.6

9.4

Ease of Setup

Average: 8.7

9.9

Quality of Support

Average: 9.3

9.0

Ease of Admin

Average: 6.6

9.5

Apple

Overall Satisfaction Score

Top Industries of Reviewers:

Accounting

40%

Computer & Network Security

20%

Consumer Services

20%

Airlines/Aviation

20%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.6

Meets Requirements

Average: 9.2

10.0

Ease of Doing Business With

Average: 6.6

0.0

Ease of Setup

Average: 8.7

9.9

Quality of Support

Average: 9.3

9.8

Ease of Admin

Average: 6.6

0.0

#10

Dataiku

Overall Satisfaction Score

Top Industries of Reviewers:

Financial Services

45%

Pharmaceuticals

20%

Consulting

20%

Oil & Energy

15%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.8

Meets Requirements

Average: 9.2

8.9

Ease of Doing Business With

Average: 6.6

8.7

Ease of Setup

Average: 8.7

7.9

Quality of Support

Average: 9.3

8.7

Ease of Admin

Average: 6.6

8.1

#11

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: 9.2

10.0

Ease of Doing Business With

Average: 6.6

9.6

Ease of Setup

Average: 8.7

9.0

Quality of Support

Average: 9.3

9.4

Ease of Admin

Average: 6.6

9.3

#12

Amazon Personalize

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

50%

Computer Software

21%

Broadcast Media

14%

Consumer Services

14%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.8

Meets Requirements

Average: 9.2

9.1

Ease of Doing Business With

Average: 6.6

9.1

Ease of Setup

Average: 8.7

8.9

Quality of Support

Average: 9.3

9.2

Ease of Admin

Average: 6.6

8.6

#13

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: 9.2

10.0

Ease of Doing Business With

Average: 6.6

0.0

Ease of Setup

Average: 8.7

0.0

Quality of Support

Average: 9.3

10.0

Ease of Admin

Average: 6.6

0.0

#14

AIToolbox

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

44%

Information Technology and Services

39%

Research

11%

Computer Networking

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.3

Meets Requirements

Average: 9.2

9.0

Ease of Doing Business With

Average: 6.6

7.3

Ease of Setup

Average: 8.7

9.2

Quality of Support

Average: 9.3

9.1

Ease of Admin

Average: 6.6

8.6

#15

machine-learning in Python

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

43%

Information Technology and Services

32%

Research

18%

Banking

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.1

Meets Requirements

Average: 9.2

9.0

Ease of Doing Business With

Average: 6.6

7.5

Ease of Setup

Average: 8.7

9.2

Quality of Support

Average: 9.3

9.3

Ease of Admin

Average: 6.6

8.6

#16

GoLearn

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

45%

Computer Software

18%

Education Management

18%

Marketing and Advertising

18%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.3

Meets Requirements

Average: 9.2

8.7

Ease of Doing Business With

Average: 6.6

8.6

Ease of Setup

Average: 8.7

9.5

Quality of Support

Average: 9.3

9.0

Ease of Admin

Average: 6.6

8.7

#17

Pecan

Overall Satisfaction Score

Top Industries of Reviewers:

Retail

33%

Computer Software

33%

Consumer Electronics

17%

Entertainment

17%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.8

Meets Requirements

Average: 9.2

9.1

Ease of Doing Business With

Average: 6.6

0.0

Ease of Setup

Average: 8.7

8.8

Quality of Support

Average: 9.3

10.0

Ease of Admin

Average: 6.6

0.0

#18

Minitab Statistical Software

Overall Satisfaction Score

Top Industries of Reviewers:

Research

33%

Information Technology and Services

33%

Professional Training & Coaching

17%

Education Management

17%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.0

Meets Requirements

Average: 9.2

9.0

Ease of Doing Business With

Average: 6.6

8.3

Ease of Setup

Average: 8.7

9.8

Quality of Support

Average: 9.3

9.4

Ease of Admin

Average: 6.6

9.2

#19

Amazon Forecast

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

34%

Computer Software

34%

Retail

17%

Education Management

14%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.5

Meets Requirements

Average: 9.2

8.7

Ease of Doing Business With

Average: 6.6

9.0

Ease of Setup

Average: 8.7

8.7

Quality of Support

Average: 9.3

9.0

Ease of Admin

Average: 6.6

8.2

#20

NVIDIA Merlin

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

40%

Computer Hardware

20%

Computer Software

20%

Education Management

20%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.4

Meets Requirements

Average: 9.2

9.5

Ease of Doing Business With

Average: 6.6

0.0

Ease of Setup

Average: 8.7

9.1

Quality of Support

Average: 9.3

9.1

Ease of Admin

Average: 6.6

0.0