Description
In this course, you will learn:
- How to set up and use TensorFlow to train a model and generate live results.
- How to create a new project.
- How to work with different tensor types, variables, models, and layers
- How to import a project and explore datasets
- How TensorFlow executes model training
- How to convert a saved model for the web
Syllabus:
- Introduction
- Learning TensorFlow
- Course prerequisites
1. Introduction and Setup
- Introduction to TensorFlow
- Differences between versions
- Introduction to machine learning
- A TensorFlow demo
- Initial project creation with TensorFlow
2. TensorFlow Basics
- Your first tensor
- Tensors and variables
- Operations, or ops
- Model introduction
- Layers introduction
3. Exploration of a Full Project
- Import example project
- Exploration of the dataset
- Exploration of the models and layers
- Exploration of training the model
- See the live example
4. Advanced Subjects
- Use Python-based models in JS
- Convert SavedModel to web