DataRobot vs. NativeScript

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.

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I gotta be honest, after a PoC period, we choose to rewrite the whole application in a different cross-platform app. Our developers had to invest a lot of time and effort to debug a lot of plugin-related issues, which we needed to utilize the android mobile phone capabilities. QR reader, special visualizations, and fine-tuning were really hard and often resulted in writing native Android code instead of using the shared Angular code. In the end, we think that writing a standalone Android app and an Angular app would have been a better alternative, as the shared code base was so unreliable that it did not save us any time.

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• 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.

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• True native app. The app uses native components and that is quite noticeable in the overall performance of the app. NativeScript is also awesome in the way we can access the native APIs, so we are never really constrained by the framework. If we need, we can just dive into the native APIs without leaving our environment and language (JS).
• Cross-platform. Builds for Android and iOS. It deals with the platforms differences very well.
• Support for Vue.js. Even though it is just a community effort, the NativeScript-Vue plugin is the best alternative to build native Apps with Vue.js. That was a major factor to go with NativeScript.

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Invited by TrustRadius (TR) on Vendor's Behalf

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• 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.

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Invited by TrustRadius (TR) on Vendor's Behalf

A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info

• The need to know the native Android and iOS APIs to access device hardware and other platform-specific functionality
• Not all user interface components are available for free
• NativeScript has no HTML and DOM, which requires some deep knowledge of different UI tools to be implemented instead

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Independently Invited by TrustRadius

A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info

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.

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Independently Invited by TrustRadius

A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info

The hybrid is ok but native is better for performance and the right use case I want to go for is the performance without dealing with too many development tools.

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Independently Invited by TrustRadius

A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info

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.

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Invited by TrustRadius (TR) on Vendor's Behalf

A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info

The community support is excellent.
They have a slack community as well as a discourse forum
forum.nativescript.org
Both of these offer community driven support.
The forum is more for a threaded discussion. The slack community is more for a quick talk.

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Invited by TrustRadius (TR) on Vendor's Behalf

A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info

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.

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Ionic Ionic is an excellent Angular-based framework for mobile, and it does give a lot of access to the native device api's. However, the technology is based on Cordova, which means the apps being built are just webviews, with html, css and JS all running on the UI thread, and potentially creating very slow experiences for users. NativeScript is a truly native solution, and so provides a faster user experience. ReactNative We evaluate ReactNative, and found it much the same as NativeScript. The main difference is that your JS is all written with React, while NativeScript lets you choose between normal JS, Angular, and Vue. For our team, Angular was the most appropriate choice.

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Invited by TrustRadius (TR) on Vendor's Behalf

A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info

• We have been able to cut costs by not buying leads that we will not be able to sell on
• We have been able to deploy loan eligibility reporting which brought in new business
• We have been able to improve the performance of our credit providers and our partners which has helped to retain business

Incentivized

Invited by TrustRadius (TR) on Vendor's Behalf

A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info

• The poor quality of NativeScript documentation has the potential to weigh heavily on development timelines, budgets, and QA resources in a NEGATIVE manner.
• The poor interoperability of NativeScript plugins can significantly increase development time.
• The need to seek out professional instruction to learn how to use NativeScript effectively may become a burden on your budget.
• The number of breaking changes between versions of NativeScript, may cause your development efforts to lag further behind the most recent releases of NativeScript and your other chosen environments than you are accustomed to.
• NativeScript still does not support the latest major version of Angular. Any significant changes to the other environment components of your systems may hold you back even further while NativeScript plays catch-up.