pro $24.99 per month
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose one free eBook per month to keep
- exclusive 50% discount on all purchases
lite $19.99 per month
- access to all Manning books, including MEAPs!
team
5, 10 or 20 seats+ for your team - learn more
Look inside
In this liveProject, you’ll take on the role of a data engineer working for an app development company. Your boss has a great idea for a new app that can automatically identify what food is shown in an image—perfect for when you want to post your lunch on social media! They have asked you to build it for them.
Your challenge is to train an image classification system using TensorFlow and then deploy that system to production so that it can run in the web browser and as a mobile application. To do this, you’ll make use of the Python and TensorFlow ecosystems to create your model, then package it for deployment using Docker and Expo.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
book resources
When you start your liveProject, you get full access to the following books for 90 days.
prerequisites
The liveProject is for intermediate Python programmers who know the basics of data science and some experience training an image classifier using deep learning who want to improve their experience of deploying models into production.
TOOLS- Intermediate Python
- Basic Git
- Basics of TensorFlow
- Basic machine learning techniques
- Basics of neural networks
Note: This project uses Heroku to run the completed app in the cloud. Heroko incurs a cost. The "Eco and Basic" option, which starts at $5 per month, will be sufficient for this project.
you will learn
In this liveProject, you’ll undertake the development work required to bring a deep learning model into production as a web and mobile application. These important skills are essential for any data scientist who wants to put their expertise into action outside of the lab.
- Train deep learning models using the Colab GPU, TensorFlow, and Keras
- Deploy deep learning models using TensorFlow.js
- Create web applications with Expo and React Native, and Heroku and GitHub pages
- Deploy your web application using Docker
- Deploy a mobile application using Expo, Node.js, and NVM
features
- Self-paced
- You choose the schedule and decide how much time to invest as you build your project.
- Project roadmap
- Each project is divided into several achievable steps.
- Get Help
- While within the liveProject platform, get help from other participants and our expert mentors.
- Compare with others
- For each step, compare your deliverable to the solutions by the author and other participants.
- book resources
- Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
choose your plan
pro
monthly
annual
$24.99
$249.99
only $20.83 per month
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
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Deploying a Deep Learning Model on Web and Mobile Applications project for free
Deploying a Deep Learning Model on Web and Mobile Applications project for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
![]()
Deploying a Deep Learning Model on Web and Mobile Applications project for free
