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The Top 20 Data Science and Machine Learning Platforms

Check out this list of the top Data Science and Machine Learning Platforms 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

100

Overall Satisfaction Score

100

Top Industries of Reviewers:

Computer Software

40%

Information Technology and Services

34%

Financial Services

17%

Retail

10%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.5

Meets Requirements

Average: 9.2

8.6

Ease of Doing Business With

Average: 8.7

8.3

Ease of Setup

Average: 9.1

8.4

Quality of Support

Average: 9.2

8.5

Ease of Admin

Average: 8.6

8.0

Saturn Cloud

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

40%

Higher Education

20%

Biotechnology

20%

Information Technology and Services

20%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.5

Meets Requirements

Average: 9.2

9.5

Ease of Doing Business With

Average: 8.7

9.0

Ease of Setup

Average: 9.1

9.2

Quality of Support

Average: 9.2

9.4

Ease of Admin

Average: 8.6

9.2

Deepnote

Overall Satisfaction Score

Top Industries of Reviewers:

Higher Education

37%

Computer Software

30%

Information Technology and Services

23%

Financial Services

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.1

Meets Requirements

Average: 9.2

8.8

Ease of Doing Business With

Average: 8.7

8.6

Ease of Setup

Average: 9.1

9.1

Quality of Support

Average: 9.2

8.9

Ease of Admin

Average: 8.6

9.1

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

56%

Research

22%

Farming

11%

Computer Networking

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

10.0

Meets Requirements

Average: 9.2

9.9

Ease of Doing Business With

Average: 8.7

10.0

Ease of Setup

Average: 9.1

9.7

Quality of Support

Average: 9.2

10.0

Ease of Admin

Average: 8.6

9.4

Databricks Data Intelligence Platform

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

46%

Computer Software

20%

Marketing and Advertising

19%

Financial Services

16%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.2

Meets Requirements

Average: 9.2

9.1

Ease of Doing Business With

Average: 8.7

9.1

Ease of Setup

Average: 9.1

8.9

Quality of Support

Average: 9.2

9.0

Ease of Admin

Average: 8.6

8.8

RapidCanvas

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

36%

Information Technology and Services

27%

Automotive

18%

Oil & Energy

18%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.9

Meets Requirements

Average: 9.2

9.6

Ease of Doing Business With

Average: 8.7

10.0

Ease of Setup

Average: 9.1

9.6

Quality of Support

Average: 9.2

9.7

Ease of Admin

Average: 8.6

10.0

Alteryx

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

32%

Financial Services

30%

Marketing and Advertising

20%

Computer Software

18%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.5

Meets Requirements

Average: 9.2

9.4

Ease of Doing Business With

Average: 8.7

8.8

Ease of Setup

Average: 9.1

9.4

Quality of Support

Average: 9.2

9.1

Ease of Admin

Average: 8.6

9.1

KNIME Software

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

47%

Higher Education

20%

Financial Services

20%

Retail

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.7

Meets Requirements

Average: 9.2

9.8

Ease of Doing Business With

Average: 8.7

9.2

Ease of Setup

Average: 9.1

9.4

Quality of Support

Average: 9.2

9.4

Ease of Admin

Average: 8.6

9.1

Anaconda

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

41%

Information Technology and Services

40%

Higher Education

10%

Education Management

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: 8.7

9.9

Ease of Setup

Average: 9.1

9.9

Quality of Support

Average: 9.2

8.9

Ease of Admin

Average: 8.6

9.9

#10

Cloudera Data Engineering

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

38%

Information Technology and Services

38%

Banking

13%

Consulting

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.5

Meets Requirements

Average: 9.2

9.3

Ease of Doing Business With

Average: 8.7

9.3

Ease of Setup

Average: 9.1

9.8

Quality of Support

Average: 9.2

9.4

Ease of Admin

Average: 8.6

9.6

#11

Qlik AutoML

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

29%

Computer Software

24%

Broadcast Media

24%

Retail

24%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.7

Meets Requirements

Average: 9.2

9.4

Ease of Doing Business With

Average: 8.7

9.5

Ease of Setup

Average: 9.1

9.4

Quality of Support

Average: 9.2

9.4

Ease of Admin

Average: 8.6

9.2

#12

BigML

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

87%

Alternative Dispute Resolution

Electrical/Electronic Manufacturing

International Trade and Development

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.3

Meets Requirements

Average: 9.2

9.7

Ease of Doing Business With

Average: 8.7

9.2

Ease of Setup

Average: 9.1

9.3

Quality of Support

Average: 9.2

9.5

Ease of Admin

Average: 8.6

9.4

#13

Azure Machine Learning

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

49%

Computer Software

26%

Management Consulting

15%

Education Management

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.6

Meets Requirements

Average: 9.2

9.1

Ease of Doing Business With

Average: 8.7

9.1

Ease of Setup

Average: 9.1

8.7

Quality of Support

Average: 9.2

9.0

Ease of Admin

Average: 8.6

9.2

#14

Hex

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

43%

Computer Software

32%

Financial Services

18%

Entertainment

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

8.6

Meets Requirements

Average: 9.2

8.7

Ease of Doing Business With

Average: 8.7

8.7

Ease of Setup

Average: 9.1

8.9

Quality of Support

Average: 9.2

8.5

Ease of Admin

Average: 8.6

8.7

#15

TIMi Suite

Overall Satisfaction Score

Top Industries of Reviewers:

Banking

33%

Financial Services

22%

Automotive

22%

Higher Education

22%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.4

Meets Requirements

Average: 9.2

9.4

Ease of Doing Business With

Average: 8.7

8.7

Ease of Setup

Average: 9.1

8.8

Quality of Support

Average: 9.2

9.8

Ease of Admin

Average: 8.6

8.6

#16

MATLAB

Overall Satisfaction Score

Top Industries of Reviewers:

Higher Education

34%

Research

28%

Information Technology and Services

19%

Computer Software

19%

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: 8.7

9.7

Ease of Setup

Average: 9.1

8.7

Quality of Support

Average: 9.2

8.9

Ease of Admin

Average: 8.6

9.2

#17

Amazon SageMaker

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

39%

Computer Software

39%

Higher Education

11%

Education Management

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.0

Meets Requirements

Average: 9.2

8.9

Ease of Doing Business With

Average: 8.7

9.6

Ease of Setup

Average: 9.1

9.1

Quality of Support

Average: 9.2

9.2

Ease of Admin

Average: 8.6

8.9

#18

TrueFoundry

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

33%

Computer Games

27%

Information Technology and Services

27%

Financial Services

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.5

Meets Requirements

Average: 9.2

9.2

Ease of Doing Business With

Average: 8.7

0.0

Ease of Setup

Average: 9.1

9.4

Quality of Support

Average: 9.2

9.8

Ease of Admin

Average: 8.6

0.0

#19

Deep Learning VM Image

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

36%

Information Technology and Services

32%

Education Management

23%

Financial Services

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: 8.7

8.7

Ease of Setup

Average: 9.1

9.0

Quality of Support

Average: 9.2

8.8

Ease of Admin

Average: 8.6

9.2

#20

Dataiku

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

47%

Computer Software

20%

Pharmaceuticals

20%

Airlines/Aviation

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.2

9.4

Meets Requirements

Average: 9.2

9.4

Ease of Doing Business With

Average: 8.7

8.1

Ease of Setup

Average: 9.1

8.6

Quality of Support

Average: 9.2

9.5

Ease of Admin

Average: 8.6

8.0