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STEM:AI 課程 - AI 基礎神經元、大腦模擬和機器學習

透過動手建立自己的模型,了解人工智慧最基本的組成部分是如何運作的!
David Salch
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4.9
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包含什麼

10 現場會議
9 小時 10 分鐘 上課時間
作業
每週 1-2 小時. Each week the learner will have projects to work on in their own time on their own computer.
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課堂經歷

Let's build a real artificial intelligence brain simulation on your own computer and explore!

Neurons and neural networks are the basis of Artificial intelligence, in this class we explore what a computer simulated neuron really is by building some! With a easy to use graphical software (free) you will be able to build neurons and connect them into a simple brain to perform  tasks, in the process truly gaining an understanding how how the brain, and AI works. 

Class progression through the 10 week course

Intros and basic discussion
Install the software
Build a simple brain used in a model of a mouse with smell ability
Explore the concept of neurons and synapses with weights
Train the model to do simple things
Build a more complex model with multiple inputs and items to be attracted to or repel.
Build a model brain and network that can be "trained" instead of hardwired
Explore the difference between instinct and learned behavior

At the end of the series, each student is encouraged to use their new knowledge to build a model of their own and demonstrate what it can do.

This 10 week course requires installation of free java software, and computer suitable to run it (discussed below under  "resources"). 

The course will consist of lecture, videos, discussion, whiteboarding, Q&A, and self exploration. Most weeks there will be homework that requires taking what was learned in class and apply it to the learner's model.  The more time put in, the more benefit can be gained. 

This course is perfect to be followed with the 10 week :neural network" course that I offer. In that we will use the same software to build networks of neurons that can be trained to do complex tasks.

學習目標

Understand computer simulations of a brain, especially the low level neurons and synapses.
學習目標

其他詳情

供應清單
You will need the following to do this class:

1. A suitable computer to run java applications (not a chromebook or tablet)
2. Java runtime engine installed
3. Download and install the software "Simbrain" (runs on Windows, MAC, or Linux)
            https://simbrain.net/
外部資源
學習者無需使用標準 Outschool 工具以外的任何應用程式或網站。
已加入 December, 2016
4.9
3329評論
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I have been working in the AI space since the last 1990s and watched the technology grow and mature. I have built several different projects utilizing this technology throughout that time. Now, at retirement from the high tech space, my desire tis to bring a true understanding to the next generation of how we got where we are. 

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現場團體小班課程
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US$240

用於 10 課程
每週1次,共 10 週
55 分鐘

有3 位學習者完成此課程
即時視訊會議
年齡: 12-17
3-12 每班學員人數

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