H2O Reviews & Product Details

H2O Overview

What is H2O?

H2O.ai is empowering companies to be AI companies. Market leading organizations are using H2O.ai platforms to solve a myriad of AI transformation use cases across industries, including determining credit, decrease fraud and money laundering risks; improve product design, marketing and business innovation; improve early disease detection, drug discovery, personalized medicine; increase customer experiences and loyalty, and improve brand safety. H2O.ai offers enterprise customers with multiple platforms for AI and machine learning, including the open source distributed machine learning platform H2O-3, automatic machine learning platform H2O Driverless AI, and the recently announced H2O Q, an AI platform for business users: H2O-3 is an open source, scalable and distributed in-memory AI and machine learning platform. H2O-3 also has a strong AutoML functionality and supports the most widely used statistical and machine learning algorithms including gradient boosted machines, generalized linear models, deep learning, XGBoost and more. H2O Driverless AI empowers data scientists to work on projects faster and more efficiently by using automation to accomplish tasks quickly with automatic feature engineering, model tuning, model tuning, model selection, model validation and machine learning interpretability, custom recipes, time-series and automatic deployment pipeline generation for model scoring. H2O Q is a new AI platform that provides the essential building blocks to make AI apps and will bring the power of AI to millions of business users. It delivers automatic insights and predictions for “in the moment” business questions and is ideal for data analysts, citizen data scientists and all business users.

H2O Details
Website
Discussions
H2O Community
Languages Supported
English
Product Description

H2O is a tool that makes it possible for anyone to easily apply machine learning and predictive analytics to solve today's most challenging business problems, it combine the power of highly advanced algorithms, the freedom of open source, and the capacity of truly scalable in-memory processing for big data on one or many nodes.


Seller Details
Seller
H2O.ai
Company Website
Year Founded
2012
HQ Location
Mountain View, CA
Twitter
@h2oai
21,325 Twitter followers
LinkedIn® Page
www.linkedin.com
263 employees on LinkedIn®

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H2O Reviews

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Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Invitation from the seller
What do you like best?

They developed top-quality open source tools, including the H2O-3 and AutoML families. I do not have a license for their Driverless AI, but my experience with it through tutorials and other demos has been superb. I should mention that their efforts to develop frameworks for ML interpretability are spot on, and their learning center is shaping up as a valuable resource to the community in general. The interfaces with R and Python enable a smooth transition of pre-existing workflows into the H2O framework. Review collected by and hosted on G2.com.

What do you dislike?

Somewhat cryptic debugging msgs in H2O-3. They support specific packages for manipulating data (data.table in R, datataable in Python) for the sake of speed and big data maneuverability, although many users may find this limiting. Driverless AI may not be affordable to the small fish in the pond. Review collected by and hosted on G2.com.

Recommendations to others considering the product:

One should leverage all the resources available to test their products before buying. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

I have mostly used their AutoML to build quick ML/AI prototype solutions in different domains. Review collected by and hosted on G2.com.

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CEO
Small-Business(50 or fewer emp.)
Validated Reviewer
Verified Current User
Review source: Invitation from G2
What do you like best?

Excellent support for commercial product Driverless AI. Rapid iteration. Performance is generally better than one can be achieved in code. Review collected by and hosted on G2.com.

What do you dislike?

Actually nothing. The combination of proprietary and open source tools, Driverless AI and H2O, provide tools across a full range of use cases. Review collected by and hosted on G2.com.

Recommendations to others considering the product:

Take advantage of the 30 day trial. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

We work in both financial services and biological research. Review collected by and hosted on G2.com.

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UE
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Invitation from G2 on behalf of the seller
What do you like best?

Easy to use with good UI design and automated ML function. Driverless AI has strong capability on the auto feature engineering and system visualization. The auto feature engineering has supported different machine learning algorithm (Random Forest, Decision Tree, Neural Network, Deep Learning, etc.) and feature parameter tuning (accuracy, time, system computing etc.) The system also helps user to reduce time and efforts for hyparemeter tuning and compare the model with different settings. This will optimize the process and provide the most efficient model for prediction in classification or regression domain. Besides, Driverless AI also has good UI design and visualization. The UI also supports end user to quickly import data, visualize data in different categories, as well as check on the system running and performance during the Auto ML process. The end user could also observe experiment summary and accuracy matrix, as well as model comparison in term of accuracy.

In addition, Driverless AI also supports the AI Interpretation to explain on the model and performance. This function is very helpful to end user for understanding the Machine Learning blackbox, as well as management team for decision making based on extensive information. Review collected by and hosted on G2.com.

What do you dislike?

It is great if Driverless AI could support deployment for edge computing, which is common in IoT world. The edge computing will require efficient computing and good accuracy with AutoML algorithm. This will help much the customer for deployment. Review collected by and hosted on G2.com.

Recommendations to others considering the product:

Yes, H2O.ai DriverlessAI is a good AutoML platform for company, which does not have Data Scientist. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

Data analytics for predictive maintenance. It could make easy-to-use for system operator. Review collected by and hosted on G2.com.

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Lecturer
Enterprise(> 1000 emp.)
Validated Reviewer
Verified Current User
Review source: Invitation from G2 on behalf of the seller
What do you like best?

AutoML is a great product. They have other ones, but AutoML is the most impressive. Review collected by and hosted on G2.com.

What do you dislike?

Nothing, maybe the integration with Spark could be improved but only in little details. Review collected by and hosted on G2.com.

Recommendations to others considering the product:

It's an amazing set of tools, easing the use of machine learning and giving a lot of advances to write & discover models. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

Forecasting models and finding for best algorithms for my datasets Review collected by and hosted on G2.com.

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Assistant Professor
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Invitation from the seller
What do you like best?

h2o offers a well validated, fully automated, rigorous machine learning pipeline including state of the art model interpretation allowing for prediction and inferences. Review collected by and hosted on G2.com.

What do you dislike?

i have nothing dislike about h2o's products. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

my scientific questions involve biomedicine, neuroscience, and psychology Review collected by and hosted on G2.com.

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Mid-Market(51-1000 emp.)
Validated Reviewer
Review source: Invitation from G2 on behalf of the seller
Business partner of the seller or seller's competitor, not included in G2 scores.
What do you like best?

The ability to try out multiple models with a few lines of the code is the greatest benefit Review collected by and hosted on G2.com.

What do you dislike?

H20 does a good job in abstraction of underlying transformation and tuning steps, which could be a bit challenging Review collected by and hosted on G2.com.

Recommendations to others considering the product:

Great framework Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

1. Policy Lapse Predictor - the biggest benefit is the automation of model tuning Review collected by and hosted on G2.com.

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Enterprise(> 1000 emp.)
Validated Reviewer
Verified Current User
Review source: Invitation from G2 on behalf of the seller
What do you like best?

I find it most helpful that it provides GUI for users to estimate how long the model will run as well as the water meter showing how the resources are used along the modeling process. Review collected by and hosted on G2.com.

What do you dislike?

H2O Frames have very limited data processing options compared to python pandas or pyspark dataframes. If we can have more data maneuverability, I think it would help a lot. Review collected by and hosted on G2.com.

Recommendations to others considering the product:

I believe it is a great tool for those who are looking to establish ML pipeline with ease. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

Purchase forecasting, employee estimation, etc. Review collected by and hosted on G2.com.

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UC
Small-Business(50 or fewer emp.)
Validated Reviewer
Verified Current User
Review source: Invitation from G2 on behalf of the seller
What do you like best?

The best part of H2O.ai is its ease of use and seamless UI. Review collected by and hosted on G2.com.

What do you dislike?

One downside of H2O.ai is, as with many services, its bugs which do not return human-readable debugging statements. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

I have used H2O for time-series data, and stock market prediction. Review collected by and hosted on G2.com.

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UR
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Invitation from the seller
What do you like best?

Clean interface through Driverless AI and variety of analyses Review collected by and hosted on G2.com.

What do you dislike?

Better instructions would be helpful, as would clearer tutorials Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

Need for adaptable ML analyses. Plug and play. Review collected by and hosted on G2.com.

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CN
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Invitation from G2 on behalf of the seller
What do you like best?

This is a cross-platform, integrated framework for ML that is continuing to evolve with topics important to data scientists. Review collected by and hosted on G2.com.

What do you dislike?

Developing support for a wide range of NLP preprocessing Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

Problems in academic research and healthcare Review collected by and hosted on G2.com.

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UB
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Invitation from G2
Business partner of the seller or seller's competitor, not included in G2 scores.
What do you like best?

Ease of use and its high performance for building models Review collected by and hosted on G2.com.

What do you dislike?

Does not support data cleaning and some algorithms Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

Used to solve complex machine learning problems Review collected by and hosted on G2.com.

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Senior Data Scientist
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Invitation from G2 on behalf of the seller
What do you like best?

Streamlining our process for generating and deploying machine learning models. Review collected by and hosted on G2.com.

What do you dislike?

it its not much friendly when you try to automatize process Review collected by and hosted on G2.com.

Recommendations to others considering the product:

Streamlining our process for generating and deploying machine learning models. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

machine learning models Review collected by and hosted on G2.com.

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Founder and CEO
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Invitation from G2 on behalf of the seller
What do you like best?

Good integration between development and production. Simple and powerful visual interface to complex backend. Very rapid iteration of products, continuous improvement. Review collected by and hosted on G2.com.

What do you dislike?

Price is high for closed source product, Driverless AI. It's worth it if you have a serious application, but the cost is an impediment to early adoption. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

Streamlining our process for generating and deploying machine learning models. Review collected by and hosted on G2.com.

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Mid-Market(51-1000 emp.)
Validated Reviewer
Review source: Invitation from G2 on behalf of the seller
What do you like best?

Excellent support. Useful and reliable software. Easy to deploy. Review collected by and hosted on G2.com.

What do you dislike?

No issues. The software works very well. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

Predictive analytics in credit and marketing. Software works well in our systems. Review collected by and hosted on G2.com.

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UM
Mid-Market(51-1000 emp.)
Validated Reviewer
Verified Current User
Review source: Invitation from G2 on behalf of the seller
What do you like best?

Many model types, great cluster performance, easy to setup Review collected by and hosted on G2.com.

What do you dislike?

Would like to see SVM , Gaussian processes, and some time series models Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

AdTech modeling. Can create complex models on data sets with a billion rows. Much faster turnaround time Review collected by and hosted on G2.com.

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AR
Enterprise(> 1000 emp.)
Validated Reviewer
Review source: Invitation from G2 on behalf of the seller
What do you like best?

Being a user I really enjoyed the support and dedication that team shown to help us is really great! Review collected by and hosted on G2.com.

What do you dislike?

H2O should stay ahead of the curve to give support to new technology stacks like databricks. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

We use H2O for our model building Review collected by and hosted on G2.com.

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II
Enterprise(> 1000 emp.)
Validated Reviewer
Review source: Invitation from G2 on behalf of the seller
What do you like best?

The predictive modeling and machine learning capabilities of this product are top-notch along with their support and training. Review collected by and hosted on G2.com.

What do you dislike?

Documentation in general can be improved. Review collected by and hosted on G2.com.

Recommendations to others considering the product:

Ask for H2O's training before you use the software - you'll have a much better time. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

We have been able to create features previously undetected and build more accurate prediction models. Review collected by and hosted on G2.com.

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UI
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Invitation from G2 on behalf of the seller
What do you like best?

H2O provides DriverlessAI for an efficient AutoML platform and effective UI tools for data scientist and end-user. Review collected by and hosted on G2.com.

What do you dislike?

DriverlessAI could provide more use-cases in Manufacturing domain. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

We are working on Predictive Maintenance and Analytics, which could be potentially used for Manufacturing and Factory. Review collected by and hosted on G2.com.

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GM
Enterprise(> 1000 emp.)
Validated Reviewer
Verified Current User
Review source: Invitation from the seller
What do you like best?

the tool itself is very intuitive and easy to use.

installation is quick.

porting to R and Python options are nice to haves. Review collected by and hosted on G2.com.

What do you dislike?

there isn't much visibility into how h2o is better in using each algorithm. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

machine learning. expediting the process and replicating the process. Review collected by and hosted on G2.com.

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GI
Enterprise(> 1000 emp.)
Validated Reviewer
Review source: Invitation from the seller
What do you like best?

It's a great tool for really quick prototyping. Easy to build pretty complex models fast and test the results on datasets. It allows you to test various models before you decide which you want to fine tune. Good python support as well. Review collected by and hosted on G2.com.

What do you dislike?

Documentation can be improved especially with how to integrate with python. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

Prototypes for ML application in software engineering. Review collected by and hosted on G2.com.

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AM
Small-Business(50 or fewer emp.)
Validated Reviewer
Review source: Invitation from G2
What do you like best?

I met h2o.ai with Gartner Magic Quadrant. It's great ML platform with it's extensive built-in library. Review collected by and hosted on G2.com.

What do you dislike?

Price architecture is confusing a bit. Also we'd like to see more use cases and customer stories for marketing applications. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

We evaluated churn prediction algorithms to score our customer database. Review collected by and hosted on G2.com.

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UR
Enterprise(> 1000 emp.)
Validated Reviewer
Review source: Invitation from the seller
What do you like best?

It's a great platform with R library. Library functions saved our time. Review collected by and hosted on G2.com.

What do you dislike?

It needs more R libraries on planning management. Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

We've used H20.ai for assortment optimization. Review collected by and hosted on G2.com.

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Consultant en gestion informatique
Mid-Market(51-1000 emp.)
Validated Reviewer
Verified Current User
Review source: Organic
What do you like best?

Le moteur steam AI: une plate-forme de bout en bout qui rationalise l'ensemble du processus de création et de déploiement d'applications intelligentes il est rapide Review collected by and hosted on G2.com.

What do you dislike?

Certain beug et ralentissement qui sont tres gênent Review collected by and hosted on G2.com.

Recommendations to others considering the product:

Revoyez le service Review collected by and hosted on G2.com.

What problems are you solving with the product? What benefits have you realized?

Fais son travail Review collected by and hosted on G2.com.

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