---
title: State of AI on Android and iOS
description: Explore compelling AI applications for mobile apps, whether on-device or in the cloud. Learn options for implementing AI on Android and iOS.
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# State of AI on Android and iOS

December 12, 2018

 *Aswin Kumar*

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In previous posts, we explored some of the compelling applications for Machine Learning on mobile apps, and considered whether the [learning/computation should happen on-device or in the cloud](https://blog.vsoftconsulting.com/blog/-how-to-get-machine-learning-abilities-on-mobile-apps). **In this post, we’ll explore what are the options for implementing AI based applications on Android and iOS.**

## Setting Up ML Application on Andriod and iOS Platforms

The good news is that both Android and iOS platforms have announced first-class support for [Machine Learning applications](https://blog.vsoftconsulting.com/blog/applications-of-machine-learning-in-mobile-apps). Google announced [Neural Networks API to accelerate on-device machine intelligence on Android 8.1](https://android-developers.googleblog.com/2017/10/android-81-developer-preview.html) and Tensorflow Light for using in mobile and embedded devices. Apple announced the [CoreML framework](https://developer.apple.com/videos/play/wwdc2017/703/) at their developer conference, WWDC 2017.

Now we will list the steps involved in setting up a simple [machine learning application on mobile platforms](https://blog.vsoftconsulting.com/blog/-how-to-get-machine-learning-abilities-on-mobile-apps): Andriod and iOS. For better understanding, we’ll consider the example of an app with Image Recognition using a neural network.

(Note: the below steps are more on the technical side, but just goes on to show the simple high-level steps required to get machine learning setup on your apps.)

### Setup in Android

Below are the steps to be followed in setting up Andriod Machine Learning platform:

1. Add TensorFlow lib as a dependency to your project.
2. Identify the suitable pre-trained model. Model will be “.pb” file. It will come with a label file (.txt format). Drop them into the assets folder.
3. Use the TensorFlowInferenceInterface that comes with the TF library. This class encapsulates the logic required to process the image and give the output label with confidence level.
4. Process/display the label and confidence level. It'll be a value between 0 and 1.

In Android, the machine learning computation is completely based on pre-trained Tensorflow models, combined with a standard SDK. There is no platform level API to get output from a model (unlike Apple). However, Android has an advanced [Neural Net API](https://developer.android.com/ndk/guides/neuralnetworks/index.html), which lets you train models on the device, on the go. Pretty powerful and advanced, but not many devices supported (as of the writing of this blog, at least).

### Setup in iOS

Below is the list of steps to be followed in setting up iOS Machine Learning platform:

1. Here, we will have to use models in the .mlmodel format. This is an Apple-prescribed format. As this is a non-standard format, Apple actually provides [some tools](https://pypi.python.org/pypi/coremltools) to convert other formats in to .mlmodel format, including from TensorFlow models.
2. Identify a suitable model, drop it into Project Navigator and assign the target ownership correctly.
3. If you click on the model object, it will directly show all details of the model like Input & output name.
4. Now XCode will auto-generate a Swift class representing this model. This class will be your interface to provide input and get output from the model.
5. Now, all we need to do is pass the input to the model object, and get the output.

We see that both Android and iOS platforms are adopting Machine Learning in a big way, by providing built-in support for them. They’ve made it easy for developers to drag-drop trained models and use them on the fly in few simple steps. And there are [several](https://pypi.python.org/pypi/coremltools) [tools](https://developers.googleblog.com/2017/12/announcing-core-ml-support.html) available to convert and reuse these models across the platforms.

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chatbots](https://blog.vsoftconsulting.com/blog/topic/ai-chatbots) [Awards](https://blog.vsoftconsulting.com/blog/topic/awards) [GRC](https://blog.vsoftconsulting.com/blog/topic/grc) [HR Onboarding Automation](https://blog.vsoftconsulting.com/blog/topic/hr-onboarding-automation) [IT Jobs](https://blog.vsoftconsulting.com/blog/topic/it-jobs) [IT Service Management](https://blog.vsoftconsulting.com/blog/topic/it-service-management) [Information Technology](https://blog.vsoftconsulting.com/blog/topic/information-technology) [Internet of Things](https://blog.vsoftconsulting.com/blog/topic/internet-of-things) [Performance Analytics](https://blog.vsoftconsulting.com/blog/topic/performance-analytics) [ServiceNow PA](https://blog.vsoftconsulting.com/blog/topic/servicenow-pa) [ServiceNow SecOps](https://blog.vsoftconsulting.com/blog/topic/servicenow-secops) [ServiceNow Update](https://blog.vsoftconsulting.com/blog/topic/servicenow-update) [Software Developer](https://blog.vsoftconsulting.com/blog/topic/software-developer) [V-Soft Family](https://blog.vsoftconsulting.com/blog/topic/v-soft-family) [servicenow implmentation](https://blog.vsoftconsulting.com/blog/topic/servicenow-implmentation) [API Testing](https://blog.vsoftconsulting.com/blog/topic/api-testing) [AWS Mobile Solutions](https://blog.vsoftconsulting.com/blog/topic/aws-mobile-solutions) [Automation Software](https://blog.vsoftconsulting.com/blog/topic/automation-software) [Business Intelligence](https://blog.vsoftconsulting.com/blog/topic/business-intelligence) [Chatbotdevelopment](https://blog.vsoftconsulting.com/blog/topic/chatbotdevelopment) [Cloud Management](https://blog.vsoftconsulting.com/blog/topic/cloud-management) [Cloud migration](https://blog.vsoftconsulting.com/blog/topic/cloud-migration) [Computer](https://blog.vsoftconsulting.com/blog/topic/computer) [Continious Integration](https://blog.vsoftconsulting.com/blog/topic/continious-integration) [Covid-19](https://blog.vsoftconsulting.com/blog/topic/covid-19) [Custom Application Development](https://blog.vsoftconsulting.com/blog/topic/custom-application-development) [Cybersecurity Threat Intelligence](https://blog.vsoftconsulting.com/blog/topic/cybersecurity-threat-intelligence) [Deep Learning](https://blog.vsoftconsulting.com/blog/topic/deep-learning) [Employer](https://blog.vsoftconsulting.com/blog/topic/employer) [Golf Scramble](https://blog.vsoftconsulting.com/blog/topic/golf-scramble) [HR](https://blog.vsoftconsulting.com/blog/topic/hr) [Health Care Industry](https://blog.vsoftconsulting.com/blog/topic/health-care-industry) [Higher Education](https://blog.vsoftconsulting.com/blog/topic/higher-education) [IT Job Seekers](https://blog.vsoftconsulting.com/blog/topic/it-job-seekers) [IT in Healthcare](https://blog.vsoftconsulting.com/blog/topic/it-in-healthcare) [ITOM](https://blog.vsoftconsulting.com/blog/topic/itom) [Knowledge17](https://blog.vsoftconsulting.com/blog/topic/knowledge17) [Knowledge19](https://blog.vsoftconsulting.com/blog/topic/knowledge19) [Mule 4](https://blog.vsoftconsulting.com/blog/topic/mule-4) [NLP](https://blog.vsoftconsulting.com/blog/topic/nlp) [Process Mining](https://blog.vsoftconsulting.com/blog/topic/process-mining) [Selenium](https://blog.vsoftconsulting.com/blog/topic/selenium) [Selenium Testing Tool](https://blog.vsoftconsulting.com/blog/topic/selenium-testing-tool) [ServiceNow Madrid](https://blog.vsoftconsulting.com/blog/topic/servicenow-madrid) [ServiceNow Security](https://blog.vsoftconsulting.com/blog/topic/servicenow-security) [Tech Company](https://blog.vsoftconsulting.com/blog/topic/tech-company) [Tech Trends](https://blog.vsoftconsulting.com/blog/topic/tech-trends) [Technology in Healthcare](https://blog.vsoftconsulting.com/blog/topic/technology-in-healthcare) [data](https://blog.vsoftconsulting.com/blog/topic/data) [AI Operations](https://blog.vsoftconsulting.com/blog/topic/ai-operations) [AI for Manufacturing](https://blog.vsoftconsulting.com/blog/topic/ai-for-manufacturing) [AI for business](https://blog.vsoftconsulting.com/blog/topic/ai-for-business) [AI in Healthcare](https://blog.vsoftconsulting.com/blog/topic/ai-in-healthcare) [AI in Oil and Gas](https://blog.vsoftconsulting.com/blog/topic/ai-in-oil-and-gas) [AI innovations](https://blog.vsoftconsulting.com/blog/topic/ai-innovations) [Augmented Reality](https://blog.vsoftconsulting.com/blog/topic/augmented-reality) [Automation By Any Means](https://blog.vsoftconsulting.com/blog/topic/automation-by-any-means) [Big Data Analytics](https://blog.vsoftconsulting.com/blog/topic/big-data-analytics) [Blockchain](https://blog.vsoftconsulting.com/blog/topic/blockchain) [Blog](https://blog.vsoftconsulting.com/blog/topic/blog) [Cloud Connectivity](https://blog.vsoftconsulting.com/blog/topic/cloud-connectivity) [Data Governance](https://blog.vsoftconsulting.com/blog/topic/data-governance) [Dell Boomi](https://blog.vsoftconsulting.com/blog/topic/dell-boomi) [Digital workplace](https://blog.vsoftconsulting.com/blog/topic/digital-workplace) [Enterprise Chatbots](https://blog.vsoftconsulting.com/blog/topic/enterprise-chatbots) [Enterprise Mobility](https://blog.vsoftconsulting.com/blog/topic/enterprise-mobility) [Event Apps](https://blog.vsoftconsulting.com/blog/topic/event-apps) [Finance And Accounting](https://blog.vsoftconsulting.com/blog/topic/finance-and-accounting) [Financial Services](https://blog.vsoftconsulting.com/blog/topic/financial-services) [HR Service Delivery](https://blog.vsoftconsulting.com/blog/topic/hr-service-delivery) [Human Resources](https://blog.vsoftconsulting.com/blog/topic/human-resources) [Hybrid Cloud Computing](https://blog.vsoftconsulting.com/blog/topic/hybrid-cloud-computing) [Hyper Automation](https://blog.vsoftconsulting.com/blog/topic/hyper-automation) [IT Cost reduction](https://blog.vsoftconsulting.com/blog/topic/it-cost-reduction) [ITSM Implementation](https://blog.vsoftconsulting.com/blog/topic/itsm-implementation) [Insurance](https://blog.vsoftconsulting.com/blog/topic/insurance) [IoT application](https://blog.vsoftconsulting.com/blog/topic/iot-application) [IoT transformation](https://blog.vsoftconsulting.com/blog/topic/iot-transformation) [Knowledge16](https://blog.vsoftconsulting.com/blog/topic/knowledge16) [Legacy Modernization](https://blog.vsoftconsulting.com/blog/topic/legacy-modernization) [Metaverse](https://blog.vsoftconsulting.com/blog/topic/metaverse) [Microsoft](https://blog.vsoftconsulting.com/blog/topic/microsoft) [Mule 3](https://blog.vsoftconsulting.com/blog/topic/mule-3) [Project Management](https://blog.vsoftconsulting.com/blog/topic/project-management) [Quality Assurance](https://blog.vsoftconsulting.com/blog/topic/quality-assurance) [Ransomware](https://blog.vsoftconsulting.com/blog/topic/ransomware) [Retail Industry](https://blog.vsoftconsulting.com/blog/topic/retail-industry) [ServiceNow ITSM integration](https://blog.vsoftconsulting.com/blog/topic/servicenow-itsm-integration) [ServiceNow London](https://blog.vsoftconsulting.com/blog/topic/servicenow-london) [ServiceNow Mobile app](https://blog.vsoftconsulting.com/blog/topic/servicenow-mobile-app) [Staffing Company](https://blog.vsoftconsulting.com/blog/topic/staffing-company) [Test Automation](https://blog.vsoftconsulting.com/blog/topic/test-automation) [Testing](https://blog.vsoftconsulting.com/blog/topic/testing) [Thermal Cameras](https://blog.vsoftconsulting.com/blog/topic/thermal-cameras) [UiPath](https://blog.vsoftconsulting.com/blog/topic/uipath) [AI for Restaurants](https://blog.vsoftconsulting.com/blog/topic/ai-for-restaurants) [AI in Office Automation](https://blog.vsoftconsulting.com/blog/topic/ai-in-office-automation) [AWS Cloud Adoption Framework](https://blog.vsoftconsulting.com/blog/topic/aws-cloud-adoption-framework) [AWS DynamoDB](https://blog.vsoftconsulting.com/blog/topic/aws-dynamodb) [AWS Lambda](https://blog.vsoftconsulting.com/blog/topic/aws-lambda) [Agent Intelligence](https://blog.vsoftconsulting.com/blog/topic/agent-intelligence) [Azure](https://blog.vsoftconsulting.com/blog/topic/azure) [BYOD](https://blog.vsoftconsulting.com/blog/topic/byod) [Back to Work Strategy](https://blog.vsoftconsulting.com/blog/topic/back-to-work-strategy) [Business IT Solutions](https://blog.vsoftconsulting.com/blog/topic/business-it-solutions) [Business Mobile Applications](https://blog.vsoftconsulting.com/blog/topic/business-mobile-applications) [Business Processes Automation](https://blog.vsoftconsulting.com/blog/topic/business-processes-automation) [CRM](https://blog.vsoftconsulting.com/blog/topic/crm) [Chatbot Development](https://blog.vsoftconsulting.com/blog/topic/chatbot-development) [Cloud Optimization](https://blog.vsoftconsulting.com/blog/topic/cloud-optimization) [Data Integration](https://blog.vsoftconsulting.com/blog/topic/data-integration) [Data Visualization](https://blog.vsoftconsulting.com/blog/topic/data-visualization) [Data and Analytics](https://blog.vsoftconsulting.com/blog/topic/data-and-analytics) [Data visualization and Analytics](https://blog.vsoftconsulting.com/blog/topic/data-visualization-and-analytics) [Denver](https://blog.vsoftconsulting.com/blog/topic/denver) [DevOps](https://blog.vsoftconsulting.com/blog/topic/devops) [Digital Business](https://blog.vsoftconsulting.com/blog/topic/digital-business) [Disaster Management](https://blog.vsoftconsulting.com/blog/topic/disaster-management) [Field Service Automation](https://blog.vsoftconsulting.com/blog/topic/field-service-automation) [Field Service Management](https://blog.vsoftconsulting.com/blog/topic/field-service-management) [GSA](https://blog.vsoftconsulting.com/blog/topic/gsa) [Government](https://blog.vsoftconsulting.com/blog/topic/government) [Government 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in Manufacturing](https://blog.vsoftconsulting.com/blog/topic/iot-in-manufacturing) [Legacy Migration](https://blog.vsoftconsulting.com/blog/topic/legacy-migration) [Mist](https://blog.vsoftconsulting.com/blog/topic/mist) [Mobile App Testing](https://blog.vsoftconsulting.com/blog/topic/mobile-app-testing) [Mobile Web](https://blog.vsoftconsulting.com/blog/topic/mobile-web) [Native Applications](https://blog.vsoftconsulting.com/blog/topic/native-applications) [News](https://blog.vsoftconsulting.com/blog/topic/news) [Oil and Gas Industry](https://blog.vsoftconsulting.com/blog/topic/oil-and-gas-industry) [Onboarding](https://blog.vsoftconsulting.com/blog/topic/onboarding) [Onboarding Automation](https://blog.vsoftconsulting.com/blog/topic/onboarding-automation) [PPM](https://blog.vsoftconsulting.com/blog/topic/ppm) [Parsec ServiceNow](https://blog.vsoftconsulting.com/blog/topic/parsec-servicenow) [Progressive Web Apps](https://blog.vsoftconsulting.com/blog/topic/progressive-web-apps) [Quebec Release New features](https://blog.vsoftconsulting.com/blog/topic/quebec-release-new-features) [RCDD](https://blog.vsoftconsulting.com/blog/topic/rcdd) [RESTAPI](https://blog.vsoftconsulting.com/blog/topic/restapi) [RPA Provider](https://blog.vsoftconsulting.com/blog/topic/rpa-provider) [RPA in Finance and accounting](https://blog.vsoftconsulting.com/blog/topic/rpa-in-finance-and-accounting) [RPA vendor](https://blog.vsoftconsulting.com/blog/topic/rpa-vendor) [Recruiting](https://blog.vsoftconsulting.com/blog/topic/recruiting) [SaaS Cloud Platform](https://blog.vsoftconsulting.com/blog/topic/saas-cloud-platform) [ServiceNow AI search](https://blog.vsoftconsulting.com/blog/topic/servicenow-ai-search) [ServiceNow AIOps](https://blog.vsoftconsulting.com/blog/topic/servicenow-aiops) [ServiceNow ITAM](https://blog.vsoftconsulting.com/blog/topic/servicenow-itam) [ServiceNow ITBM](https://blog.vsoftconsulting.com/blog/topic/servicenow-itbm) [ServiceNow Implementation Services](https://blog.vsoftconsulting.com/blog/topic/servicenow-implementation-services) [ServiceNow IntegrationHub](https://blog.vsoftconsulting.com/blog/topic/servicenow-integrationhub) [ServiceNow Performance Analytics](https://blog.vsoftconsulting.com/blog/topic/servicenow-performance-analytics)

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