Amazon SageMaker enables developers and data scientists to quickly and easily build, train, and deploy machine learning models at any scale. Amazon SageMaker removes all the barriers that typically slow down developers who want to use machine learning.
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DataRobot
Score 8.3 out of 10
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The DataRobot AI Platform is presented as a solution that accelerates and democratizes data science by automating the end-to-end journey from data to value and allows users to deploy AI applications at scale. DataRobot provides a centrally governed platform that gives users AI to drive business outcomes, that is available on the user's cloud platform-of-choice, on-premise, or as a fully-managed service. The solutions include tools providing data preparation enabling users to explore and…
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IBM Maximo Application Suite
Score 7.7 out of 10
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IBM Maximo Application Suite is an enterprise asset management (EAM) platform.
Comparable to H2O but my company chose DataRobot so that's why I'm using it. Pricing is reasonable and the feature coverage is probably better from an end-to-end perspective. DataRobot has less flexibility than Amazon SageMaker but is a lot simpler to use, which again for a …
It is very impressive because it helps to contribute to customer acquisition and support. Helps to automate data modeling structures. Ease of integration. Cloud-based. Provides powerful analytics to organizations with more productive and ideal predictive analysis solutions. …
It allows for one-click processes and for things to be auto checked before they are moved through the process but through the system. It also makes training easy. I am able to train users on the basic fundamentals of the tool and how it is used very easily as it is fully managed on its own which is incredible.
DataRobot can be used for risk assessment, such as predicting the likelihood of loan default. It can handle both classification and regression tasks effectively. It relies on historical data for model training. If you have limited historical data or the data quality is poor, it may not be the best choice as it requires a sufficient amount of high-quality data for accurate model building.
The software is very well-suited to asset lifecycle management and system condition monitoring. User-friendliness of the product and effectiveness in managing work orders. The software's pricing is much more affordable than that of other EAM systems. Many improvements are needed in the customer support services department. Delays in response are costly.
DataRobot helps, with algorithms, to analyze and decipher numerous machine-learning techniques in order to provide models to assist in company-wide decision making.
Our DataRobot program puts on an "even playing field" the strength of auto-machine learning and allows us to make decisions in an extremely timely manner. The speed is consistent without being offset by errors or false-negatives.
It encompasses many desired techniques that help companies in general, to reconfigure in to artificial intelligence driven firms, with little to no inconvenience.
Delivers Out-of-Box solutions for various industries without the need for customization and configuration
Modules and Applications are well developed and linked in an orderly way, with proper documentation and help guides that allow end users to start using the system with ease
Powerful Work Management, Contracts, Inventory, and Purchasing applications and features that are a better match to other ERP applications today
It's very good for the hardcore programmer, but a little bit complex for a data scientist or new hire who does not have a strong programming background.
Most of the popular library and ML frameworks are there, but we still have to depend on them for new releases.
The platform itself is very complicated. It probably can't function well without being complicated, but there is a big training curve to get over before you can effectively use it. Even I'm not sure if I'm effectively using it now.
The suggested model DataRobot deploys often not the best model for our purposes. We've had to do a lot of testing to make sure what model is the best. For regressive models, DataRobot does give you a MASE score but, for some reason, often doesn't suggest the best MASE score model.
The software will give you errors if output files are not entered correctly but will not exactly tell you how to fix them. Perhaps that is complicated, but being able to download a template with your data for an output file in the correct format would be nice.
Usually, we have problems with the mobile apps. For about seven out of ten customers, we need to use third-party mobile applications. It’s been a rollercoaster — Anywhere was terrible, then Maximo Mobile for 8 was pretty good, and now with Maximo 9, it’s problematic again. So it’s been ups and downs. But the good thing is that the architecture is open, so we can use third-party applications or even develop our own add-ons. Still, IBM could do this better.
DataRobot presents a machine-learning platform designed by data scientists from an array of backgrounds, to construct and develop precise predictive modeling in a fraction of the time previously taken. The tech invloved addresses the critical shortage of data scientists by changing the speed and economics of predictive analytics. DataRobot utilizes parallel processing to evaluate models in R, Python, Spark MLlib, H2O and other open source databases. It searches for possible permutations and algorithms, features, transformation, processes, steps and tuning to yield the best models for the dataset and predictive goal.
IBM Maximo Application Suite has provided a solution to our desire to consolidate the multiple applications serving the layers of the Procurement process we has been accustomed to using. By consolidating applications, licensing and software costs are reduced, and the overall headcount to support the various applications was able to be minimized.
The IBM Maximo Application Suite is well known for inventory management solutions. This solution is in use by many corporations but mostly I have seen its use in Ports, defense and aerospace industries. Some of the benefits are 1. asset tracking is amazing 2. Maintenance cost is less 3. Reduced inspection costs 4. Less downtime 5. It allows customization 6 Simplify data management 7. Highly adaptable
As I am writing this report I am participating with Datarobot Engineers in an complex environment and we have their whole support. We are in Mexico and is not common to have this commitment from companies without expensive contract services. Installing is on premise and the client does not want us to take control and they, the client, is also limited because of internal IT regulations ,,, soo we are just doing magic and everybody is committed.
I have regularly contacted IBM Support to report issues and raise requests for issues we face during project implementations. The response from them has overall been good and to the point, and they get back to us within a day or 2 and guide us through the process of fixing it or providing an interim fix of the product
Implementation of IBM MAS as a service provider has been easy. The functionality in the OEM space has been the best of its class with all related modules and application subject to maintenance
Amazon SageMaker took the heavy lifting out of building and creating models. It allowed for our organization to use our current system for integration and essentially added on a feature to help all levels of Data scientists and IT professionals in our department and company as a whole. The training was simple as well.
I've done machine learning through python before, however having to code and test each model individually was very time consuming and required a lot of expertise. The data Robot approach, is an excellent way of getting to a well placed starting point. You can then pick up the model from there and fine tune further if you need.
As a computerized maintenance management system i do not have experience of any other system. The only experience I have is for Maximo and it works excellent for me. I am using many modules available in Maximo and all of these modules are almost fulfilling all of my business needs.
Being the core business of my organization, IBM Maximo had a complete ROI for our objectives. We are able to successfully maintain and offer multiple solutions based on our interaction with Maximo.
Based on our contracts, we are able to provide a great partnership with IBM thru Maximo and it's tools.
We are able to maintain our business with steady market growth based mainly on our offer of the IBM Maximo in various layers.
