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Course Outline
Introduction
Overview of TensorFlow Lite Features and Design
Machine Learning and Deep Learning Fundamentals
Preparing the Mobile App Development Environment
Creating an App for Object Recognition
Setting up TensorFlow Lite
Selecting a TensorFlow Model
Converting the TensorFlow Model
Loading the TensorFlow Model onto a Mobile Device
Optimizing the TensorFlow Model for Mobile Devices
Adding Chat Capabilities for Smarter Replies
Loading a Pre-trained TensorFlow Model
Retraining a TensorFlow Model
Pre-processing a Dataset
Setting the Hyperparameters
Deploying the AI Enabled App
Running TensorFlow Models on Other Embedded Devices
Troubleshooting
Summary and Conclusion
Requirements
- Experience with Python programming language.
- Experience with mobile application development.
Audience
- Mobile developers
- Data scientists
Testimonials
Practice-based activities.
Łukasz Kołodziejczak
tests, threads, services, support tools
Grzegorz Wodyński
exercises presentation of examples
Łukasz Jaworski
A large number of examples and a wide range of knowledge of the teacher
Piotr Pabiasz
Antonio gave is much background information, best practices and showed us useful tools to speed up our development process.
Philipp Hunger
I really enjoyed the fairly broad coverage of topics.
john harrigan
Learning about the overall ease of using Android Studios to build android apps.
Joshua Anderson
Very comprehensive of a general overview. Exactly what I was after.
Matt Shelton
All of it was excellent and well taught. Very interesting.
Daniel Welch
It was very interesting and I gained a lot of valuable knowledge.
Shaun Lawlor
The trainer's passion and extensive commercial experience thanks to which he is perfectly listened to.
- Weegree Sp. z o.o. Sp.k.
Exercises were fun and it was good to see how quickly an application can be developed in Android Studio.
- Sepura
Detail level and number of labs
- FedEx
I like the teaching style very friendly and informative on the subject.
- FedEx
breaking down the multiple services, actions, devices, etc into the component parts.
Delaine Stoutenburgh - FedEx
The detail given about each topic was really nice, he made sure we understood each topic before moving to the next.
Richie Wood - FedEx
Training materials, Exercise's & Trainer
- FedEx
Knowledge of trainer
- FedEx
The lecture book and lab
- FedEx
Lectures (David is very knowledgeable on Android)
Johnny Miller - FedEx
Instructor's great knowledge about the material.
- FedEx
Clear and repeated emphasis on important aspects of Android development
- FedEx
The set of lab material seems really good. It's a great resource to keep after the training.
- FedEx
Documentation-based translation
- Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie
I really appreciated the instructor's openness to questions and the thorough, justified answers provided. He was clearly keenly interested in the subject and as a result the course was much more enjoyable.
SAA Consultants LTD
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