AutoML Software

Auto Machine learning (AutoML) software enables data scientists and machine learning engineers as well as non-technical users, to automatically build scalable machine learning models.

Most AutoML software achieve this by auto-analyzing data and selecting algorithms models based on insights gained from data analysis. These models are trained, tested and refined (hyperparameter tuning) on a subset of the available data using various methodologies. Finally, models with the best performance are shared with the end-user.

Most AutoML software allow users to trade-off between complexity and performance. Therefore users have the chance to build complex models with high performance or less complex models, explainable models that offer slightly inferior performance.

To be categorized as autoML software, a product must be able to:

  • Build models with a wide range of algorithms (e.g. deicision trees, neural nets)
  • Provide a refined model to the end user
Innovators Specialists Leaders Challengers Market Presence Momentum
Popularity
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Compare AutoML Software
Results: 20

AIMultiple is data driven. Evaluate 20 products based on comprehensive, transparent and objective AIMultiple scores. For any of our scores, click the icon to learn how it is calculated based on objective data.

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95.14461372249217
97.01078067111533
100
100
0.359355703844258
78.2789606694563
top5 , top10
top5 , top10
5star
DataRobot
4.65
100%
7%
100%
= 4 reviews
= 2,000 employees
= 100,000 visitors

DataRobot's automated machine learning platform makes it fast and easy to build and deploy accurate predictive models.

48.39602044125876
58.85700514885659
1.7567554639520873
59.36627923929577
100
48.99751277578672
top5 , top10
top5 , top10
4star
Google Cloud AutoML
4.10
100%
100%
19%
= 4 reviews
= 2,000 employees
= 100,000 visitors

Cloud AutoML is a suite of machine learning products that enables developers with limited machine learning expertise to train high-quality models

28.442727077140525
42.62613607943888
12.837839225818312
44.93447775468308
0.08639377540798533
36.53895073938772
top5 , top10
top5 , top10
4star
H2O
4.30
42%
1%
100%
= 4 reviews
= 2,000 employees
= 100,000 visitors

3.551749187611303
0.14365446725173234
0.06756593768192606
0
4.720916304042486
33.30302255445962
top10
top5 , top10
TIMi Suite
0%
100%
0%
= 4 reviews
= 2,000 employees
= 100,000 visitors

2.986635802919505
0.03474572110145479
1.1486502864656072
0
0.00954041691621924
29.55178413621751
top5 , top10
top5 , top10
5star
Compellon
4.50
4%
0%
13%
= 4 reviews
= 2,000 employees
= 100,000 visitors

Compellon utilizes an assumption-free approach to bring you answers based solely on the evidence in the data.

Popularity

Searches with brand name

These are the number of queries on search engines which include the brand name of the product. Compared to other product based solutions, AutoML software is more concentrated in terms of top 3 companies' share of search queries. Top 3 companies receive 96% (17% more than average) of search queries in this area.

Web Traffic

AutoML software is a highly concentrated solution category in terms of web traffic. Top 3 companies receive 96% (19% more than average solution category) of the online visitors on AutoML software company websites.

Maturity

Number of Employees

Median number of employees that provide AutoML software is 64 which is 1 more than the median number of employees for the average solution category.

In most cases, companies need at least 10 employees to serve other businesses with a proven tech product or service. 7 companies (41 less than average solution category) with >10 employees are offering AutoML software. Top 3 products are developed by companies with a total of 100-500k employees. However, all of these top 3 companies have multiple products so only a portion of this workforce is actually working on these top 3 products.

Google
business-insight
DataRobot
H2O.ai