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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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Vertex AI

100

Overall Satisfaction Score

100

Top Industries of Reviewers:

Computer Software

39%

Information Technology and Services

35%

Financial Services

17%

Retail

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.6

Meets Requirements

Average: 9.2

8.7

Ease of Doing Business With

Average: 8.7

8.4

Ease of Setup

Average: 9.0

8.3

Quality of Support

Average: 9.1

8.4

Ease of Admin

Average: 8.4

8.1

Databricks Data Intelligence Platform

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

45%

Financial Services

23%

Computer Software

17%

Hospital & Health Care

15%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.1

Meets Requirements

Average: 9.2

9.2

Ease of Doing Business With

Average: 8.7

9.3

Ease of Setup

Average: 9.0

8.9

Quality of Support

Average: 9.1

9.1

Ease of Admin

Average: 8.4

8.8

Deepnote

Overall Satisfaction Score

Top Industries of Reviewers:

Higher Education

33%

Computer Software

30%

Information Technology and Services

24%

Financial Services

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.1

Meets Requirements

Average: 9.2

9.0

Ease of Doing Business With

Average: 8.7

8.6

Ease of Setup

Average: 9.0

9.2

Quality of Support

Average: 9.1

9.0

Ease of Admin

Average: 8.4

8.9

Saturn Cloud

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

39%

Higher Education

21%

Information Technology and Services

20%

Biotechnology

19%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.5

Meets Requirements

Average: 9.2

9.4

Ease of Doing Business With

Average: 8.7

9.1

Ease of Setup

Average: 9.0

9.2

Quality of Support

Average: 9.1

9.3

Ease of Admin

Average: 8.4

9.2

KNIME Software

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

50%

Higher Education

19%

Financial Services

19%

Retail

13%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.8

Meets Requirements

Average: 9.2

9.9

Ease of Doing Business With

Average: 8.7

9.7

Ease of Setup

Average: 9.0

9.8

Quality of Support

Average: 9.1

9.5

Ease of Admin

Average: 8.4

9.7

Dataiku

Overall Satisfaction Score

Top Industries of Reviewers:

Financial Services

44%

Pharmaceuticals

21%

Oil & Energy

18%

Information Technology and Services

18%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.0

Meets Requirements

Average: 9.2

9.0

Ease of Doing Business With

Average: 8.7

9.3

Ease of Setup

Average: 9.0

8.6

Quality of Support

Average: 9.1

8.9

Ease of Admin

Average: 8.4

8.5

Alteryx

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

32%

Financial Services

30%

Marketing and Advertising

20%

Management Consulting

18%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.5

Meets Requirements

Average: 9.2

9.4

Ease of Doing Business With

Average: 8.7

8.9

Ease of Setup

Average: 9.0

9.3

Quality of Support

Average: 9.1

9.1

Ease of Admin

Average: 8.4

9.2

RapidCanvas

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

38%

Financial Services

23%

Information Technology and Services

23%

Automotive

15%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.9

Meets Requirements

Average: 9.2

9.5

Ease of Doing Business With

Average: 8.7

9.8

Ease of Setup

Average: 9.0

9.1

Quality of Support

Average: 9.1

9.8

Ease of Admin

Average: 8.4

9.3

Snowflake

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

45%

Financial Services

18%

Consumer Goods

18%

Computer Software

18%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.4

Meets Requirements

Average: 9.2

9.6

Ease of Doing Business With

Average: 8.7

9.4

Ease of Setup

Average: 9.0

9.6

Quality of Support

Average: 9.1

9.3

Ease of Admin

Average: 8.4

8.8

#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: 9.1

9.5

Meets Requirements

Average: 9.2

9.3

Ease of Doing Business With

Average: 8.7

9.3

Ease of Setup

Average: 9.0

9.8

Quality of Support

Average: 9.1

9.4

Ease of Admin

Average: 8.4

9.6

#11

TensorFlow

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

45%

Information Technology and Services

33%

Research

13%

Computer & Network Security

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.5

Meets Requirements

Average: 9.2

9.2

Ease of Doing Business With

Average: 8.7

9.2

Ease of Setup

Average: 9.0

8.9

Quality of Support

Average: 9.1

9.1

Ease of Admin

Average: 8.4

8.9

#12

Hex

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

40%

Computer Software

36%

Financial Services

16%

Internet

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.7

Meets Requirements

Average: 9.2

8.6

Ease of Doing Business With

Average: 8.7

8.7

Ease of Setup

Average: 9.0

8.8

Quality of Support

Average: 9.1

8.5

Ease of Admin

Average: 8.4

8.9

#13

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: 9.1

9.3

Meets Requirements

Average: 9.2

9.5

Ease of Doing Business With

Average: 8.7

9.2

Ease of Setup

Average: 9.0

9.3

Quality of Support

Average: 9.1

9.6

Ease of Admin

Average: 8.4

9.4

#14

TIMi

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: 9.1

9.4

Meets Requirements

Average: 9.2

9.4

Ease of Doing Business With

Average: 8.7

9.1

Ease of Setup

Average: 9.0

8.8

Quality of Support

Average: 9.1

9.8

Ease of Admin

Average: 8.4

8.6

#15

Anaconda AI Platform

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

40%

Computer Software

39%

Education Management

12%

Higher Education

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.8

Meets Requirements

Average: 9.2

9.3

Ease of Doing Business With

Average: 8.7

9.5

Ease of Setup

Average: 9.0

9.2

Quality of Support

Average: 9.1

8.6

Ease of Admin

Average: 8.4

9.0

#16

SAS Viya

Overall Satisfaction Score

Top Industries of Reviewers:

Higher Education

35%

Banking

26%

Financial Services

19%

Information Technology and Services

19%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.4

Meets Requirements

Average: 9.2

8.5

Ease of Doing Business With

Average: 8.7

8.2

Ease of Setup

Average: 9.0

7.7

Quality of Support

Average: 9.1

8.3

Ease of Admin

Average: 8.4

6.7

#17

Deep Learning VM Image

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

32%

Information Technology and Services

32%

Education Management

23%

Market Research

14%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

8.7

Meets Requirements

Average: 9.2

8.9

Ease of Doing Business With

Average: 8.7

8.7

Ease of Setup

Average: 9.0

9.0

Quality of Support

Average: 9.1

8.8

Ease of Admin

Average: 8.4

9.2

#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: 9.1

9.5

Meets Requirements

Average: 9.2

9.2

Ease of Doing Business With

Average: 8.7

0.0

Ease of Setup

Average: 9.0

9.4

Quality of Support

Average: 9.1

9.8

Ease of Admin

Average: 8.4

0.0

#19

Neo4j Graph Data Science

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

25%

Information Technology and Services

25%

Marketing and Advertising

25%

Biotechnology

25%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.1

Meets Requirements

Average: 9.2

9.3

Ease of Doing Business With

Average: 8.7

9.9

Ease of Setup

Average: 9.0

7.7

Quality of Support

Average: 9.1

8.9

Ease of Admin

Average: 8.4

8.6

#20

Amazon SageMaker

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

39%

Computer Software

39%

Financial Services

11%

Education Management

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 9.1

9.0

Meets Requirements

Average: 9.2

9.0

Ease of Doing Business With

Average: 8.7

9.3

Ease of Setup

Average: 9.0

9.5

Quality of Support

Average: 9.1

8.8

Ease of Admin

Average: 8.4

9.0