$64
for 4 classesArtificial Intelligence and You, Build a Neural Network!
Completed by 65 learners
Ages 12-17
Live Group Class
Live video meetings
1x per week, 4 weeks
3-18 learners per class
55 min
What's included
4 live meetings
3 hrs 40 mins in-class hoursClass Experience
How does artificial intelligence (or AI) work? This class will explore the basics while building and using one hands on! Neural networks approximate how our brains work to allow a computer to "learn" on it's own instead of straight programming. But how is that possible? This class is a beginner's introduction journey into the fundamentals of neural networks. And it is a "hands on" class where we will build neural nets in class and experiment with this technology live using free software that works on any computer, even a smartphone. Week 1: Terminology and Basics Explore the basic terminology and parts of a neural network. (nodes, weights, activation, inputs, outputs) Explore the theory of operation of a network (propagation, classification, regression) Explore the life cycle of a neural network (designing, training, testing, usage) Week 2: Introduce the software to build a neural net in the browser Build a network and identify the basic parts learned in week 1 Explore hidden layers Watch a basic neural net solve a basic problem of classification Week 3: Explore linear vs non-linear activation Explore learning rate Explore regularization Assign class project to be reviewed in week 4 Week 4: Evaluate class projects and ideas for the future NOTE: This is a fairly advanced class, but presented in simple terms. There is very little "math" presented in an effort to make the concepts less overwhelming for beginners and the younger crowd. The focus is on the practical concepts and terminology to build a solid foundation for further study and exploration.
Learning Goals
Understanding the concepts of machine learning as implemented in neural networks for classification and regression while fostering a fascination with technology and a desire to dig deeper.
Other Details
External Resources
In addition to the Outschool classroom, this class uses:
Meet the teacher
Teacher expertise and credentials
I have been in the tech industry all my life, building computer hardware and software in the early 70s. Through the years I have produced many software and hardware products as programmer, architect, Vp, or CTO. Several of these projects utilized the concepts of machine learning. Couple that experience and skill with the ability to present difficult concepts in a practical, easy to understand manner, and that produces a class environment to build a solid foundation and love of technology. I focus on understanding the concepts from the ground up before building skills, to build that solid foundation.
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