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You can make your ML models available on all mobile platforms by deploying them as Telegram Bot.
In this project, I
- Trained a model using Transfert Learning with Fastai v2: 99% accuracy
- Created a telegram bot in python
- Deployed on heroku for free
1/8
You can make your ML models available on all mobile platforms by deploying them as Telegram Bot.
In this project, I
- Trained a model using Transfert Learning with Fastai v2: 99% accuracy
- Created a telegram bot in python
- Deployed on heroku for free
1/8
I wanted to reproduce this. An App in which people could take a photo and have a mask detection on it, not uploading pictures they already took.
I don't have any skills in mobile Apps, so I found Telegram bots as a good alternative.
2/8 https://twitter.com/Uber/status/1309153654570708999
I don't have any skills in mobile Apps, so I found Telegram bots as a good alternative.
2/8 https://twitter.com/Uber/status/1309153654570708999
You can create telegram bots for free and using python. This is really useful for ML students. You can create a portfolio of Ml projects and show it to people right on their phone.
It took me about 30 min to do this after training.
3/8
It took me about 30 min to do this after training.
3/8
Oh I can't finish this thread without saying how great @fastdotai is. I'm still learning with the Deep Learning for coders book by @jeremyphoward and @GuggerSylvain. In just 5 or 6 lines I trained a model using Transfert Learning and got 99% accuracy. It took about 10 min.
4/8
4/8
You can play with the bot here : http://t.me/MaskDetectionBot
Don't worry I don't keep your images on the server. I would exceed the slug size on heroku otherwise.
5/8
Don't worry I don't keep your images on the server. I would exceed the slug size on heroku otherwise.
5/8
I also wrote a blog post about this. Here's the link
https://medium.com/@kevindegila/how-to-deploy-machine-learning-models-on-android-and-ios-with-telegram-bots-a6fb16922741
6/8
https://medium.com/@kevindegila/how-to-deploy-machine-learning-models-on-android-and-ios-with-telegram-bots-a6fb16922741
6/8
If you speak french, you can watch the video tutorial in french on my Youtube channel :
7/8
7/8
And if you want all the links at one place, check the project on @madewithml . Here is the link :
https://madewithml.com/projects/2525/how-to-deploy-your-ml-models-as-telegram-bots/
cc @GokuMohandas
https://madewithml.com/projects/2525/how-to-deploy-your-ml-models-as-telegram-bots/
cc @GokuMohandas
