Course Outline
TensorFlow Serving Overview
- What is TensorFlow Serving?
- TensorFlow Serving architecture
- Serving API and REST client API
Preparing the Development Environment
- Installing and configuring Docker
- Installing ModelServer with Docker
TensorFlow Server Quick Start
- Training and exporting a TensorFlow model
- Monitoring storage systems
- Loading exported model
- Building a TensorFlow ModelServer
Advanced Configuration
- Writing a config file
- Reloading Model Server configuration
- Configuring models
- Working with monitoring configuration
Testing the Application
- Testing and running the server
Debugging the Application
- Handling errors
TensorFlow Serving with Kubernetes
- Running in Docker containers
- Deploying serving clusters
Securing the Application
- Hiding data
Troubleshooting
Summary and Conclusion
Requirements
- Experience with TensorFlow
- Experience with the Linux command line
Audience
- Developers
- Data scientists
Testimonials
I started with close to zero knowledge, and by the end I was able to build and train my own networks.
Huawei Technologies Duesseldorf GmbH
Very updated approach or api (tensorflow, kera, tflearn) to do machine learning
Paul Lee
Very knowledgeable
Usama Adam - TWPI
The way he present everything with examples and training was so useful
Ibrahim Mohammedameen - TWPI
Organization, adhering to the proposed agenda, the trainer's vast knowledge in this subject
Ali Kattan - TWPI
Topic selection. Style of training. Practice orientation
Commerzbank AG
Given outlook of the technology: what technology/process might become more important in the future; see, what the technology can be used for
Commerzbank AG
I liked the opportunities to ask questions and get more in depth explanations of the theory.
Sharon Ruane
Very good all round overview.Good background into why Tensorflow operates as it does.
Kieran Conboy
I was amazed at the standard of this class - I would say that it was university standard.
David Relihan
Knowledgeable trainer
Sridhar Voorakkara
I really appreciated the crystal clear answers of Chris to our questions.
Léo Dubus
About face area.
- 中移物联网
Tomasz really know the information well and the course was well paced.
Raju Krishnamurthy - Google
Trainer was very knowledgeable and open to questions, liked to draw diagrams and explained things in a pretty good way