인공지능과 당신, 신경망을 만들어 보세요!

65 명의 학생이 수업을 완료함

연령대: 12-17 세

실시간 그룹 수업

신경망을 구축하고 사고하도록 "가르침"으로써 인공지능에 대해 알아보세요.

David Salch

평균 평점:

4.9

수강 후기 수:

(3,368 수강 후기)

무엇이 포함되어 있나요?

4개의 라이브 미팅

수업 3 시간 40 분 시간

보고계신 지문은 자동 번역 되었습니다

수업 소개

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.

학습 목표

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.

그 외 세부 사항

Outschool 외 필요 앱/웹사이트

이 수업에서는 아웃스쿨 교실 외에도 다음의 툴을 사용합니다:

neural network playground

선생님을 만나보세요

David Salch

가입일: December, 2016

4.9

3368수강 후기

교사 전문성 및 자격증

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.