# 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](https://sell.g2.com/g2-scoring-methodologies)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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All SegmentsEnterprise ( \>1000 emp.)Mid-Market (51-1000 emp.)Small Business (50 or fewer emp.)All RegionsEuropeMiddle EastAsiaNorth AmericaLatin America The Top 20 Data Science and Machine Learning Platforms [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Compare+the+best+business+software+and+services+based+on+user+ratings+and+social+data.+Reviews+for+CRM%2C+ERP%2C+CAD%2C+PDM%2C+HR%2C+and+Marketing+software.&title=Highest+Rated+Data+Science+and+Machine+Learning+Platforms+Software+in+2026+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%3Ftab%3Dhighest_rated) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=Highest+Rated+Data+Science+and+Machine+Learning+Platforms+Software+in+2026+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%3Ftab%3Dhighest_rated&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%3Ftab%3Dhighest_rated) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=Highest+Rated+Data+Science+and+Machine+Learning+Platforms+Software+in+2026+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%3Ftab%3Dhighest_rated%0aCompare+the+best+business+software+and+services+based+on+user+ratings+and+social+data.+Reviews+for+CRM%2C+ERP%2C+CAD%2C+PDM%2C+HR%2C+and+Marketing+software.) [![mail](/assets/social-logos/mail-d55c53b04bf49872e40cd2443b85a99caa23394e6cf154ae32a9d08377c15d86.svg "mail")](mailto:?subject=Highest+Rated+Data+Science+and+Machine+Learning+Platforms+Software+in+2026+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%3Ftab%3Dhighest_rated%0aCompare+the+best+business+software+and+services+based+on+user+ratings+and+social+data.+Reviews+for+CRM%2C+ERP%2C+CAD%2C+PDM%2C+HR%2C+and+Marketing+software.) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") All SegmentsEnterprise ( \>1000 emp.)Mid-Market (51-1000 emp.)Small Business (50 or fewer emp.)All RegionsEuropeMiddle EastAsiaNorth AmericaLatin America [Collapse AllExpand All](#) G2 Satisfaction Score Information Compare [Expand/Collapse Databricks](#) #1 [![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg)](/products/databricks/reviews) [Databricks](/products/databricks/reviews "Databricks") 100 [Expand/Collapse Databricks](#) Overall Satisfaction Score 100 Top Industries of Reviewers: Information Technology and Services 39% Financial Services 29% Computer Software 20% Manufacturing 13% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.9 Meets Requirements Average: 9.2 9.3 Ease of Doing Business With Average: 7.3 9.3 Ease of Setup Average: 8.5 8.7 Quality of Support Average: 9.1 9.1 Ease of Admin Average: 7.1 9.0 [Expand/Collapse Hex](#) #2 [![Hex](https://images.g2crowd.com/uploads/product/hd_favicon/361690da3c439fa5951e1e2bcd0c146d/hex-tech-hex.svg)](/products/hex-tech-hex/reviews) [Hex](/products/hex-tech-hex/reviews "Hex") 88 [Expand/Collapse Hex](#) Overall Satisfaction Score 88 Top Industries of Reviewers: Computer Software 38% Information Technology and Services 36% Financial Services 17% Internet 9% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.0 Meets Requirements Average: 9.2 8.7 Ease of Doing Business With Average: 7.3 9.2 Ease of Setup Average: 8.5 9.0 Quality of Support Average: 9.1 8.6 Ease of Admin Average: 7.1 9.5 [Expand/Collapse Deepnote](#) #3 [![Deepnote](https://images.g2crowd.com/uploads/product/hd_favicon/a25aacdfb0b9d91e54a2e5ec69f12ad7/deepnote.svg)](/products/deepnote/reviews) [Deepnote](/products/deepnote/reviews "Deepnote") 87 [Expand/Collapse Deepnote](#) Overall Satisfaction Score 87 Top Industries of Reviewers: Computer Software 33% Higher Education 30% Information Technology and Services 22% Financial Services 15% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.9 Meets Requirements Average: 9.2 8.9 Ease of Doing Business With Average: 7.3 8.5 Ease of Setup Average: 8.5 9.2 Quality of Support Average: 9.1 8.8 Ease of Admin Average: 7.1 8.9 [Expand/Collapse Gemini Enterprise Agent Platform](#) #4 [![Gemini Enterprise Agent Platform](https://images.g2crowd.com/uploads/product/hd_favicon/6efc32195e73db7d34376f30b0091141/gemini-enterprise-agent-platform.svg)](/products/gemini-enterprise-agent-platform/reviews) [Gemini Enterprise Agent Platform](/products/gemini-enterprise-agent-platform/reviews "Gemini Enterprise Agent Platform") 85 [Expand/Collapse Gemini Enterprise Agent Platform](#) Overall Satisfaction Score 85 Top Industries of Reviewers: Computer Software 42% Information Technology and Services 35% Financial Services 16% Telecommunications 8% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.4 Meets Requirements Average: 9.2 8.9 Ease of Doing Business With Average: 7.3 8.6 Ease of Setup Average: 8.5 8.4 Quality of Support Average: 9.1 8.4 Ease of Admin Average: 7.1 8.1 [Expand/Collapse SAS Viya](#) #5 [![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg)](/products/sas-sas-viya/reviews) [SAS Viya](/products/sas-sas-viya/reviews "SAS Viya") 82 [Expand/Collapse SAS Viya](#) Overall Satisfaction Score 82 Top Industries of Reviewers: Computer Software 43% Higher Education 20% Banking 20% Pharmaceuticals 18% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.5 Meets Requirements Average: 9.2 8.9 Ease of Doing Business With Average: 7.3 8.9 Ease of Setup Average: 8.5 8.3 Quality of Support Average: 9.1 8.5 Ease of Admin Average: 7.1 7.5 [Expand/Collapse Anaconda Core](#) #6 [![Anaconda Core](https://images.g2crowd.com/uploads/product/hd_favicon/24271a731a6e1ac5d605e2c4fd9ea6f3/anaconda-core.svg)](/products/anaconda-core/reviews) [Anaconda Core](/products/anaconda-core/reviews "Anaconda Core") 78 [Expand/Collapse Anaconda Core](#) Overall Satisfaction Score 78 Top Industries of Reviewers: Information Technology and Services 40% Computer Software 36% Higher Education 13% Education Management 11% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.6 Meets Requirements Average: 9.2 8.9 Ease of Doing Business With Average: 7.3 9.1 Ease of Setup Average: 8.5 8.6 Quality of Support Average: 9.1 8.4 Ease of Admin Average: 7.1 8.6 [Expand/Collapse Snowflake](#) #7 [![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg)](/products/snowflake/reviews) [Snowflake](/products/snowflake/reviews "Snowflake") 78 [Expand/Collapse Snowflake](#) Overall Satisfaction Score 78 Top Industries of Reviewers: Information Technology and Services 30% Financial Services 26% Computer Software 22% Information Services 22% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.3 Meets Requirements Average: 9.2 9.3 Ease of Doing Business With Average: 7.3 8.8 Ease of Setup Average: 8.5 9.4 Quality of Support Average: 9.1 9.2 Ease of Admin Average: 7.1 8.8 [Expand/Collapse Dataiku](#) #8 [![Dataiku](https://images.g2crowd.com/uploads/product/hd_favicon/3fe6cc82516a2babaa3dfd8f9dfcc4b3/dataiku.svg)](/products/dataiku/reviews) [Dataiku](/products/dataiku/reviews "Dataiku") 75 [Expand/Collapse Dataiku](#) Overall Satisfaction Score 75 Top Industries of Reviewers: Financial Services 40% Information Technology and Services 23% Pharmaceuticals 19% Consulting 17% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.0 Meets Requirements Average: 9.2 8.9 Ease of Doing Business With Average: 7.3 9.2 Ease of Setup Average: 8.5 8.4 Quality of Support Average: 9.1 8.9 Ease of Admin Average: 7.1 8.5 [Expand/Collapse Saturn Cloud](#) #9 [![Saturn Cloud](https://images.g2crowd.com/uploads/product/hd_favicon/520adbd08b72718675adf9b96e4ac3f0/saturn-cloud-saturn-cloud.svg)](/products/saturn-cloud-saturn-cloud/reviews) [Saturn Cloud](/products/saturn-cloud-saturn-cloud/reviews "Saturn Cloud") 71 [Expand/Collapse Saturn Cloud](#) Overall Satisfaction Score 71 Top Industries of Reviewers: Computer Software 40% Higher Education 22% Information Technology and Services 20% Biotechnology 19% 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: 7.3 9.3 Ease of Setup Average: 8.5 8.9 Quality of Support Average: 9.1 9.0 Ease of Admin Average: 7.1 9.1 [Expand/Collapse TensorFlow](#) #10 [![TensorFlow](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_d9a7abebb513247473f9558b56431a72/tensorflow.jpg)](/products/tensorflow/reviews) [TensorFlow](/products/tensorflow/reviews "TensorFlow") 71 [Expand/Collapse TensorFlow](#) Overall Satisfaction Score 71 Top Industries of Reviewers: Computer Software 46% Information Technology and Services 33% Research 13% Computer & Network Security 8% 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: 7.3 9.2 Ease of Setup Average: 8.5 8.8 Quality of Support Average: 9.1 9.0 Ease of Admin Average: 7.1 9.2 [Expand/Collapse Pecan](#) #11 [![Pecan](https://images.g2crowd.com/uploads/product/hd_favicon/46463b3509ef7811c9ea1f633665236f/pecan.svg)](/products/pecan/reviews) [Pecan](/products/pecan/reviews "Pecan") 70 [Expand/Collapse Pecan](#) Overall Satisfaction Score 70 Top Industries of Reviewers: Computer Software 43% Internet 29% Consumer Electronics 14% Entertainment 14% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.8 Meets Requirements Average: 9.2 9.5 Ease of Doing Business With Average: 7.3 0.0 Ease of Setup Average: 8.5 9.4 Quality of Support Average: 9.1 10.0 Ease of Admin Average: 7.1 0.0 [Expand/Collapse TIMi](#) #12 [![TIMi](https://images.g2crowd.com/uploads/product/hd_favicon/410b186fc0425236abdebca8a9f3a675/timi.svg)](/products/timi/reviews) [TIMi](/products/timi/reviews "TIMi") 70 [Expand/Collapse TIMi](#) Overall Satisfaction Score 70 Top Industries of Reviewers: Higher Education 25% Banking 25% Financial Services 25% Public Policy 25% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.8 Meets Requirements Average: 9.2 9.8 Ease of Doing Business With Average: 7.3 0.0 Ease of Setup Average: 8.5 9.9 Quality of Support Average: 9.1 9.9 Ease of Admin Average: 7.1 0.0 [Expand/Collapse Dataloop](#) #13 [![Dataloop](https://images.g2crowd.com/uploads/product/hd_favicon/4da020b98061b817eef0d1c790c7bf3b/dataloop-dataloop.svg)](/products/dataloop-dataloop/reviews) [Dataloop](/products/dataloop-dataloop/reviews "Dataloop") 69 [Expand/Collapse Dataloop](#) Overall Satisfaction Score 69 Top Industries of Reviewers: Computer Software 54% Information Technology and Services 23% Automotive 15% Construction 8% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.1 Meets Requirements Average: 9.2 9.1 Ease of Doing Business With Average: 7.3 9.9 Ease of Setup Average: 8.5 9.5 Quality of Support Average: 9.1 9.4 Ease of Admin Average: 7.1 9.9 [Expand/Collapse BigML](#) #14 [![BigML](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_9b8edf3ecccd2af2fa65bec1b033698c/bigml.png)](/products/bigml/reviews) [BigML](/products/bigml/reviews "BigML") 68 [Expand/Collapse BigML](#) Overall Satisfaction Score 68 Top Industries of Reviewers: Computer Software 87% Alternative Dispute Resolution 4% Electrical/Electronic Manufacturing 4% International Trade and Development 4% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.1 Meets Requirements Average: 9.2 9.4 Ease of Doing Business With Average: 7.3 9.2 Ease of Setup Average: 8.5 9.3 Quality of Support Average: 9.1 9.6 Ease of Admin Average: 7.1 9.4 [Expand/Collapse RapidCanvas](#) #15 [![RapidCanvas](https://images.g2crowd.com/uploads/product/hd_favicon/56632999dc7e7bfb41348fbc0493748d/rapidcanvas.svg)](/products/rapidcanvas/reviews) [RapidCanvas](/products/rapidcanvas/reviews "RapidCanvas") 68 [Expand/Collapse RapidCanvas](#) Overall Satisfaction Score 68 Top Industries of Reviewers: Information Technology and Services 33% Computer Software 33% Financial Services 20% Automotive 13% 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: 7.3 9.6 Ease of Setup Average: 8.5 8.9 Quality of Support Average: 9.1 9.8 Ease of Admin Average: 7.1 8.7 [Expand/Collapse MATLAB](#) #16 [![MATLAB](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_d5738f5e7922b4552c3ba543a2b9dee6/matlab.jpeg)](/products/matlab/reviews) [MATLAB](/products/matlab/reviews "MATLAB") 67 [Expand/Collapse MATLAB](#) Overall Satisfaction Score 67 Top Industries of Reviewers: Higher Education 35% Research 27% Computer Software 19% Information Technology and Services 18% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.6 Meets Requirements Average: 9.2 9.1 Ease of Doing Business With Average: 7.3 9.7 Ease of Setup Average: 8.5 8.8 Quality of Support Average: 9.1 8.8 Ease of Admin Average: 7.1 9.8 [Expand/Collapse Posit Team](#) #17 [![Posit Team](https://images.g2crowd.com/uploads/product/hd_favicon/ca6ffefb15801ddbeaf9a3c6c95e53c8/posit-team.svg)](/products/posit-team/reviews) [Posit Team](/products/posit-team/reviews "Posit Team") 67 [Expand/Collapse Posit Team](#) Overall Satisfaction Score 67 Top Industries of Reviewers: Information Technology and Services 41% Higher Education 33% Hospital & Health Care 15% Computer Software 11% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.8 Meets Requirements Average: 9.2 9.5 Ease of Doing Business With Average: 7.3 0.0 Ease of Setup Average: 8.5 9.5 Quality of Support Average: 9.1 9.5 Ease of Admin Average: 7.1 0.0 [Expand/Collapse Incorta](#) #18 [![Incorta](https://images.g2crowd.com/uploads/product/hd_favicon/da66eb2ef6aba7202194182a8f8a1db2/incorta.svg)](/products/incorta/reviews) [Incorta](/products/incorta/reviews "Incorta") 61 [Expand/Collapse Incorta](#) Overall Satisfaction Score 61 Top Industries of Reviewers: Biotechnology 25% Chemicals 25% Computer & Network Security 25% Apparel & Fashion 25% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.8 Meets Requirements Average: 9.2 10.0 Ease of Doing Business With Average: 7.3 0.0 Ease of Setup Average: 8.5 0.0 Quality of Support Average: 9.1 9.8 Ease of Admin Average: 7.1 0.0 [Expand/Collapse Altair AI Studio](#) #19 [![Altair AI Studio](https://images.g2crowd.com/uploads/product/hd_favicon/501888c80a82c58e3c4f752bbd3902f5/rapidminer-studio.svg)](/products/rapidminer-studio/reviews) [Altair AI Studio](/products/rapidminer-studio/reviews "Altair AI Studio") 60 [Expand/Collapse Altair AI Studio](#) Overall Satisfaction Score 60 Top Industries of Reviewers: Higher Education 57% Education Management 19% Research 13% Information Technology and Services 11% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.9 Meets Requirements Average: 9.2 9.3 Ease of Doing Business With Average: 7.3 8.8 Ease of Setup Average: 8.5 9.0 Quality of Support Average: 9.1 9.0 Ease of Admin Average: 7.1 8.5 [Expand/Collapse Alteryx](#) #20 [![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg)](/products/alteryx/reviews) [Alteryx](/products/alteryx/reviews "Alteryx") 60 [Expand/Collapse Alteryx](#) Overall Satisfaction Score 60 Top Industries of Reviewers: Financial Services 33% Information Technology and Services 31% Marketing and Advertising 19% Management Consulting 17% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.0 Meets Requirements Average: 9.2 9.1 Ease of Doing Business With Average: 7.3 8.0 Ease of Setup Average: 8.5 8.4 Quality of Support Average: 9.1 9.2 Ease of Admin Average: 7.1 8.7