This course aims to equip you with the techniques to train the DL models, convert them to the TF Lite format, and deploy these models into your Android apps.
Intermediate
83 Lessons
16h
Certificate of Completion
This course aims to equip you with the techniques to train the DL models, convert them to the TF Lite format, and deploy these models into your Android apps.
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This course includes
This course includes
Course Overview
Traditionally, computationally intensive deep learning (DL) models aren’t deployed to mobile devices due to their limited memory and computational power. But with a lightweight framework such as TensorFlow (TF) Lite, DL models can be deployed and run efficiently on mobile and edge devices, benefiting from fast response time, data privacy, and cost reduction in cloud computing resources. This course aims to equip you with the techniques to deploy DL models on Android devices using the TF Lite framework. Yo...
TAKEAWAY SKILLS
Python 3
Deep Learning
Deep Learning Models In Keras
What You'll Learn
An understanding of Python libraries for data processing, analysis, visualization, and deep learning
The ability to apply TensorFlow and Keras to train deep learning models
Working knowledge of training and evaluating deep learning models on various datasets
The ability to convert TensorFlow models to the TensorFlow Lite format and deploy them to Android applications
What You'll Learn
An understanding of Python libraries for data processing, analysis, visualization, and deep learning
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Course Content
Getting Started with Python
Machine Learning (ML) and Deep Learning (DL)
TensorFlow (TF)
Dataset Processing Using TensorFlow
Keras: High-Level TF API
Quick Start with Android Apps
10 Lessons
TensorFlow (TF) Lite
9 Lessons
Image Classification Apps Using TF Lite
7 Lessons
Object Detection Apps Using TF Lite
7 Lessons
Appendix
6 Lessons
DL Model Using TF, Keras, and TF Lite
Project
Course Author
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Anthony Walker
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Emma Bostian 🐞
@EmmaBostian
Evan Dunbar
ML Engineer
Carlos Matias La Borde
Software Developer
Souvik Kundu
Front-end Developer
Vinay Krishnaiah
Software Developer
Eric Downs
Musician/Entrepeneur
Kenan Eyvazov
DevOps Engineer
Anthony Walker
@_webarchitect_
Emma Bostian 🐞
@EmmaBostian
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