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Course Outline
Introduction
TensorFlow.js Overview
- What is TensorFlow.js
- TensorFlow features
- Math operations and memory management
Preparing the Development Environment
- Installing and configuring TensorFlow.js
Running TensorFlow.js
- Running TensorFlow.js on a browser
- Running TensorFlow.js under Node.js
Data Preparation
- Reading and writing to data
- Preparing features
- Labeling data
- Normalizing data
- Splitting data into test data and training data
Machine Learning Models
- Creating a model
- Creating layers
- Compiling a model
Training and Testing
- Training models
- Testing models
Predictions and Regressions
- Integrating a UI
- Loading a model
- Visualizing predictions
- Creating regressions
Classifications
- Working with binary classification
- Working with multi-class classification
Summary and Conclusion
Requirements
- JavaScript programming experience
Audience
- 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
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