❰❰❰ 𝙈𝙖𝙘𝙝𝙞𝙣𝙚 𝙇𝙚𝙖𝙧𝙣𝙞𝙣𝙜 𝙎𝙪𝙥𝙚𝙧𝙥𝙤𝙬𝙚𝙧𝙨 𝙥𝙚𝙧 𝙡𝙖 𝙩𝙪𝙖 𝘼𝙥𝙥・𝙏𝙪𝙩𝙩𝙞 𝙖 𝙗𝙤𝙧𝙙𝙤 𝙙𝙞 𝙃𝘿𝙂 𝙄𝙩𝙖𝙡𝙞𝙖! ❱❱❱

Stanco del solito classificatore di immagini? Vuoi rendere la tua app più intelligente?
Non bisogna essere scienziati per donare alla tua App mobile i superpoteri del Machine Learning!
Scopriamo insieme come rendere l'esperienza utente "quasi magica" utilizzando i servizi offerti da HMS ML Kit.
Analizzeremo casi pratici e tanto codice che ti aiuteranno a capire cosa puoi fare con questi servizi innovativi.

Transcript

1. Machine Learning Superpowers per la tua App
2. Giovanni Laquidara https://speakerdeck.com/joaobiriba https://medium.com/@joaolaq https://medium.com/huawei-developers/solve-a-word-search-game-using-firebase-ml-kit- and-huawei-ml-kit-8b9cc06bf4ce Huawei Developer Advocate Software Engineer loving Android, VR/AR and ML
3. 2011 https://a16z.com/2011/08/20/why-software-is-eating-the-world/ Software is eating the world!
4. 2019 https://www.forbes.com/sites/cognitiveworld/2019/08/29/soft ware-ate-the-world-now-ai-is-eating-software/#337963295810 AI is Eating Software
5. AI for Programmers
6. Machine learning (ML) is the study of computer algorithms that improve automatically through experience.[1][2] It is seen as a subset of artificial intelligence. Machine learning algorithms build a mathematical model based on sample data, known as "training data", in order to make predictions or decisions without being explicitly programmed to do so.[3] Machine learning algorithms are used in a wide variety of applications, such as email filtering and computer vision, where it is difficult or infeasible to develop conventional algorithms to perform the needed tasks. https://en.wikipedia.org/wiki/Machine_learning Machine Learning
7. Machine learning Machine Learning
8. Mobile development + ML
9. • Firebase ML / ML Kit • Amazon Amplify • Microsoft Azure • Well Known feature • Sometimes not familiar API • Configurations Common frameworks
10. Huawei ML Kit • Innovative features • Familiar API • Not forgetting about the “old” Java :D https://developer.huawei.com/consumer/en/hms/
11. Build your AI application with ML KIT New vison and language AI experience ML Kit provides various visual and language machine learning service APIs. O b j e c t d e t e c t i o n a n d t r a c k i n g i m a g e s u p e r - r e s o l u t i o n I D c a r d / b a n k c a r d / g e n e r a l c a r d r e c o g n i t i o n T e x t r e c o g n i t i o n R e a l - t i m e s p e e c h r e c o g n i t i o n P r o d u c t V i s u a l s e a r c h I m a g e s e g m e n t a t i o n L a n d m a r k R e c o g n i t i o n Text D o c u m e n t r e c o g n i t i o n I m a g e c l a s s i f i c a t i o n Images Voice language T e x t T r a n s l a t i o n L a n g u a g e R e c o g n i t i o n s p e e c h s y n t h e s i s Reads text in different forms. Text OCR, including text, document, bank card, ID card, and general card OCR Provide rich and accurate visual services. Classify images, detect objects, track them, identify landmarks with their names, segment images with images of people, sky, and plants, and take photos to obtain the same or similar products. Machine learning services related to natural languages. Provides voice-to- text and text-to-speech services and the capability of translating between different languages. Face detection services with contours, key points, emotions, and attributes and precise bone recognition Face & Person F a c e d e t e c t i o n S k e l e t o n d e t e c t i o n H a n d k e y p o i n t i d e n t i f i c a t i o n L i v e n e s s d e t e c t i o n d i g i t a l h u m a n Custom Model C u s t o m i z i n g I m a g e C a t e g o r i e s C u s t o m i z i n g o b j e c t d e t e c t i o n C u s t o m i z i n g T e x t C a t e g o r i e s Using Huawei IDE, you can customize models with only a few training and test data sets. V i d e o C o u r s e C r e a t o r D o c u m e n t S k e w C o r r e c t i o n
12. A l l m o d e l s c o v e r e d Cover all Android/iOS devices F r e e Free on the device side and limited on the cloud side S i m p l e i n t e g r a t i o n Simple and quick integration of ML Kit G l o b a l c o v e r a g e Fast and direct service worldwide √ Huawei √ Samsung √ Xiaomi √ OPPO iPhone iPad >= iOS 9.0  Faster response  More secure data  Free Unlimited Call  NPU/CPU = Higher accuracy = Smaller packet size = More functions  Europe  Asia, Africa, and Latin America  Russia Region  China Region = High availability, ensuring continuous and stable services = High concurrency, high throughput, and high reliability = Low latency  Complete service integration within 1 to 2 days  Optional default interactive interface or custom interface = Demo github open source = Complete developer manual = Video guide Android device √ Others √ VIVO iOS device Device service Coverage area Easy integration Cloud-side services Service Provisioning Development Guide HMS ML Kit provides all Android/iOS models, NPU/CPU heterogeneous adaptation, and integrated AI openness capabilities for device-cloud synergy. Core Values of ML KIT
13. Text-related Services •Text recognition: Extracts text from images •Document recognition: Recognizes text with paragraph formats •ID card recognition: Recognizes text in images or camera streams of ID cards. •Bank card recognition: Quickly recognizes information such as the bank card number, covering mainstream bank cards •General card recognition: extract required information from any fixed-format cards •Form recognition: Recognize and return form structure information (including rows, columns, and coordinates of cells) from input images.
14. Text-related Services https://github.com/HMS-Core/hms-ml-demo
15. Bank Card Recognition
16. Bank Card Recognition
17. Bank Card Recognition
18. Language/Voice-related Services • Real-time translation • On-device translation • Real-time language detection • On-device language detection • Automatic speech recognition • Text to speech • On-device text to speech • Audio file transcription • Real-time transcription • Sound detection
19. Sound Detection
20. Sound Detection
21. Image-related Services • Image classification • Object detection and tracking • Landmark recognition • Image segmentation • Product visual search • Image super-resolution • Document skew correction • Text image super-resolution • Scene detection • Table recognition
22. Object Recognition
23. Image Segmentation
24. Face/Body-related • Face detection • Skeleton detection • Liveness detection • Hand gesture recognition • Face verification
25. ML Kit Hands Tracking / Gestures
26. ML Kit Body pose
27. Custom Model Quickly train and generate a model in your app, and package it with your app or upload it to the ML Kit model hosting platform Model conversion Model transfer learning
28. HMS ML KIT Custom Model Local Model Hosted Model
29. HMS ToolKit https://developer.huawei.com/consumer/en/huawei-toolkit/
30. HMS ToolKit
31. HMS ToolKit
32. HMS ML KIT https://github.com/HMS-Core/hms-ml-demo
33. HMS ML KIT https://github.com/joaobiriba/WordSearchSolver
34. Show the code
35. Show the code
36. Dependencies
37. HMS ML KIT https://github.com/joaobiriba/QuickFaceAnalyzer https://github.com/joaobiriba/QuickHandAnalyzer Sample using Android CameraX
38. News media content production MOOC course development Ad content production F e a t u r e H M S Virtual image customization support Sound customization support multilingual broadcast support emoticon generation support Video format 4K video Dynamically changing the background support Digital Person
39. Thanks! giovanni.laquidara@huawei.com