period-tracker | web app that tracks period | Dataset library
kandi X-RAY | period-tracker Summary
kandi X-RAY | period-tracker Summary
A web app that tracks period, sex, and feelings to manage females' health
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QUESTION
first post. I'm a chatbot conversation designer/digital strategist in the international development sector and my client is interested in having a chatbot within their Android period-tracker app. The app is designed for users in low connectivity areas with low access to data, hence the offline requirement. Initially it would just allow users to chat to an avatar and get information on various educational topics, but we might want to use it more creatively down the line.
I've gathered having a chatbot that runs entirely offline within an app is technically feasible (right?), but I'd like to understand a bit more about the restrictions/downsides of implementing something like this. The obvious one to me is the size I would imagine the app would need to be to support this which is a sure fire way to get your app deleted when you're using a crappy Android phone which many of our users will be.
What else? Any advice is appreciated!
thanks.
...ANSWER
Answered 2020-Jan-17 at 10:58Running a bot offline without being dependent on any cloud based service is totally feasible. The app would need to establish the following.
For brevity I am using Online Bot to refer to a bot app that is based on an online service. Offline Bot for a bot app that is based on an offline or on-device bot development platform.
Requirements- Knowledge-base (containing
Intents
,Entities
andContexts
) has to be saved within the app.Entities
contribute (though in kilobytes maybe) to your app size. For example if your bot is to recognize a country name, you would need to store all the country names within the bot's knowledge-base. - Natural Language domain-specific information like dictionaries, thesaurus and additional word information. These may not be passed on to your deployment/published app after a model is generated.
- Language Model generated by the app would reside within the app package. This is going to be the main role player in your app size.
Low bandwidth data connectivity shouldn't be much of a problem as the overhead of communicating with services like the following is not that high:
The above services enable APIs directly via small JSON data exchanges. You can check how much overhead is too much of an overhead for you by looking at their APIs and returned data.
Pros and cons- Online bot would enjoy remote updates to their knowledge-base
- Your online bot data is not secure as anything your users say/type goes to third-party services for response generation.
- Response speed of your bot depends on the performance of the online service you use. Typically shouldn't be a problem on normal networks.
- Your app is useless when not connected to the internet.
If you are designing a completely offline bot you would need to rely on frameworks or platforms that are designed to fulfill the aforementioned features.
- OSCOVA - On-Device bot development platform that I personally have used to create an Android Bot for general customer queries in Xamarin.
- SIML - An XML based knowledge-base authoring language with Machine Learning features.
- BotSharp - Bot development platform by SciSharp
- Xatkit - Java-based chatbot creation platform.
- Your offline bot app would need a new package update (in App Store or Play Store) whenever you wish to add more to its knowledge-base (KB). Maybe you could send a KB directly to the app when connected online.
- Your offline bot size is going to be a bit larger in comparison to a bot that uses online services.
- Your bot is always-on as it doesn't require internet to perform tasks or respond to its users.
- Conversation with your bot is extremely secure as the data is not shared to third-party service like in the case of online bots.
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