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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
Challengers Specialists Leader s Contenders Market Presence Momentum
Popularity
Satisfaction
Maturity
Pricing

Compare AutoML Software
Results: 16

AIMultiple is data driven. Evaluate 16 products based on comprehensive, transparent and objective AIMultiple scores. For any of our scores, click the imgicon to learn how it is calculated based on objective data.

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2
0
0
0
0
20
top10
Auger.ai
null
0
0
0%
= 20 reviews
= 30,000 employees
= 100,000 visitors

48.39602044125876
48.32918795964454
1.7567554639520873
48.16647371885743
100
48.99751277578672
top5 , top10
top5 , top10
4star
Google Cloud AutoML
4.00
14
100
1%
= 20 reviews
= 30,000 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

1.2529729558413285
0.26351349566805027
8.78378318893501
0
0
10.15810809740083
top5 , top10
top10
4star
TPOT (Tree-based Pipeline Optimization Tool)
3.50
1
0
8%
= 20 reviews
= 30,000 employees
= 100,000 visitors

1.9616060844806256
0.018352919440123457
0.608111046661053
0
0.003652934676395649
19.450884569845144
top10
top10
MLJAR
null
0
0
0%
= 20 reviews
= 30,000 employees
= 100,000 visitors

Automated Machine Learning platform.

2
0
0
0
0
20
top10
Auto-sklearn
null
0
0
0%
= 20 reviews
= 30,000 employees
= 100,000 visitors

2
0
0
0
0
20
top10
Caret
null
0
0
0%
= 20 reviews
= 30,000 employees
= 100,000 visitors

2
0
0
0
0
20
top10
PurePredictive
null
0
0
0%
= 20 reviews
= 30,000 employees
= 100,000 visitors

3.552635071173076
0.2460521468503781
0.06756593768192606
0
8.134172290664011
33.31188139007735
top10
top5 , top10
TIMi Suite
null
0
8
0%
= 20 reviews
= 30,000 employees
= 100,000 visitors

2
0
0
0
0
20
top10
Xpanse Analytics
null
0
0
0%
= 20 reviews
= 30,000 employees
= 100,000 visitors

2.986622859895461
0.03495265477528163
1.1486502864656072
0
0.016438206043780424
29.551654705977075
top5 , top10
top5 , top10
5star
Compellon
4.50
1
0
1%
= 20 reviews
= 30,000 employees
= 100,000 visitors

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

28.44261328937584
27.543146670224168
12.837839225818312
28.88675083064652
0.1488570880631227
36.53781286174089
top5 , top10
top5 , top10
4star
H2O
4.30
4
0
12%
= 20 reviews
= 30,000 employees
= 100,000 visitors

2.001684001471231
0.0017534086446699116
0
0
0.05844695482233039
20.00105933691028
top5 , top10
BigML OptiML
null
0
0
0%
= 20 reviews
= 30,000 employees
= 100,000 visitors

95.14415075740416
97.01857517282949
100
100
0.6191724276490626
78.27433101857633
top5 , top10
top5 , top10
5star
DataRobot
4.67
100
0
100%
= 20 reviews
= 30,000 employees
= 100,000 visitors

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

1.004076074950397
0.004245911406663519
0.13513774453842492
0
0.0063926356836923855
10.002547546843996
top10
top10
DMWay Analytics Engine
null
0
0
0%
= 20 reviews
= 30,000 employees
= 100,000 visitors

2
0
0
0
0
20
top10
Tazi.ai
null
0
0
0%
= 20 reviews
= 30,000 employees
= 100,000 visitors

2
0
0
0
0
20
top10
Auto-WEKA
null
0
0
0%
= 20 reviews
= 30,000 employees
= 100,000 visitors

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% (18% 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 97% (19% more than average solution category) of the online visitors on AutoML software company websites.

Satisfaction

AutoML software is highly concentrated in terms of user reviews. Top 3 companies receive 98% (40% more than average solution category) of the reviews on AutoML software company websites. Product satisfaction tends to be slightly higher for more popular AutoML software products. Average rating for top 3 products is 4.3 vs 4.2 for average AutoML software product review.

Challengers Specialists Leader s Contenders Average Review Score Number of Reviews

Maturity

Number of Employees

Median number of employees that provide AutoML software is 113 which is 53 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. 6 companies (42 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