What you'll learn
- Deep Learning and Neural Network concepts
- Defining machine learning models
- How to install and run TensorFlowJS 3
- How TensorFlowJS 3 is optimised
- Training machine learning models
- Data preparation for machine learning
- How to make accurate predictions
- Linear regression
- Binary classification
- Multi-class classification
- Heatmap visualisation
- Scatter-plot visualisation
- Importing and normalising data
- How to manage memory in TensorFlowJS 3
- Tensor mathematics
- Saving machine learning models
- Inputting and outputting using a web browser
- Shuffling, and splitting data
- In-depth labs for practical development
- Some high school maths (but we give links if you need a refresher!)
Updated for 2022!
Throughout the course we use house price data to ask ever more complicated questions; “can you predict the value of this house?”, “can you tell me if this house has a waterfront?”, “can you classify it as having 1, 2 or 3+ bedrooms?”. Each example builds on the one before it, to reinforce learning in easy and steady steps.
Machine Learning in TensorFlow.js provides you with all the benefits of TensorFlow, but without the need for Python. This is demonstrated using web based examples, stunning visualisations and custom website components.
This course is fun and engaging, with Machine Learning learning outcomes provided in bitesize topics:
Part 1 - Introduction to TensorFlow.js
Part 2 - Installing and running TensorFlow.js
Part 3 - TensorFlow.js Core Concepts
Part 4 - Data Preparation with TensorFlow.js
Part 5 - Defining a model
Part 6 - Training and Testing in TensorFlow.js
Part 7 - TensorFlow.js Prediction
Part 8 - Binary Classification
Part 9 - Multi-class Classification
Part 10 - Conclusion & Next Steps
Who this course is for:
Welcome to the tech.courses community, we look forward to providing massive value to you as you learn-by-doing with the best courses and instructors in the world.
Our courses cover state-of-the-art technology and software development topics. All instructors are experienced industry professionals who want to share their expertise!
See you inside,
John, Managing Director
I have been working as a software developer since 2007. I started out at Feral Interactive, a Mac & Linux video game publisher, building information systems to support all areas of the company. From 2011, I led a team responsible for online services, internal information systems, and the public website. I led development of Calico, an online multiplayer gaming platform.
Since 2017, I have been working freelance on a range of software development and technical consulting projects for startups, from backend APIs to support mobile apps, to a chatbot utilising state-of-the-art machine learning techniques.
I've always looked to invest in the best education.
I graduated with 1st class honours from The University of Manchester in BSc Computer Science.
Whilst working full time, I studied at Birkbeck, University of London, gaining an MSc Advanced Information Systems.
In 2010, during my MSc studies, I was introduced to machine learning and neural networks. Machine learning has since taken the world by storm and I've been happy to use this skillset in projects for my clients!