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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e-automate
Score 8.3 out of 10
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ECI Software Solutions offers e-automate, an ERP for office technology companies to automate business workflows and increase contract profitability.
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.
If you need a system to place and track sales quotes, sales orders, purchase orders, and service calls then E-Automate is perfect. However, if you want to be able to easily bulk upload customers and contracts or if you want to be able to quickly and easily track contract profitability, customer costs, etc, then you'll likely want/need a secondary or different system to do so.
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.
Sending Invoices out to customers via email or printing.
Keep track of ordering and inventory.
Sales Tax reporting.
Monitoring customer payment activity/setting up and removing credit holds.
Calculating payments to process each cycle.
Excellent aging reports.
I like the fact that when I am looking at one item, such as an invoice, I have the capability to switch to the customer menu rather than having to exit out of invoices and then enter into customers.
I love the flexibility of the search menus - being able to sort on several factors at once.
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.
Make sales invoices not require serial numbers, or be more flexible with it.
Make contract invoices have some sort of flexibility in terms of editing. Our end users complain that QuickBooks made it very easy to edit invoices, and in e-automate, for them, it is practically impossible. (I do personally understand why it has to be as it is myself, I'm just forwarding their observation.)
Make the API actually useful. I spent days looking at the functions and the functions available are not really useful.
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.
Its really the only option for the industry that does enough of what we need for it to function . I'm not sure if there were better options out there if we would have to renew our subscription. With the addition of AI, hopefully something will be able to become more useful.
The user interface may be slightly outdated, but it is very intuitive and easy to navigate. Once you have learned one module within the system it is very easy to apply that knowledge to any other module. It makes using the system much easier, and it makes training another person on the system quick and efficient.
Reports are the struggle the most with the information being extracted in a way that you need to copy and paste it into a new document so some of the information is not covered
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.
Sometimes when you need answers quickly, a voice on the phone is far better than having to wait for email support or a callback. I have found this to have delays and feel ECI e-automate should invest more in its support infrastructure.
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.
E-automate is much better at understanding the needs of the office equipment industry and provide the necessary tools. SAP Business One has limited features specific to the office equipment industry and includes things that are not useful. E-automate is also priced much better and provides the best value for your investment.
The e-automate will stop working if we stop paying each year. We chose not to go to the cloud and buy the software. QuickBooks and other software are a one-time fee.
E-automate has very few outside vendors for add-on modules.
