

Interactive Intro
Neural Networks

Interactive Intro
Neural Networks


Chapter 1 | Goal Supervised


Interactive Intro
Neural Networks

Goal
- Construct a general function given your input data and output data
- Eg: housing data that includes the size of the house
-
GO TO https://diggit.no

Chapter 1 | Goal Supervised

Interactive Intro
Neural Networks

Example
- Input: Size of House
- Output: Price
- Function: Predicts the price given the size

Chapter 1 | Goal Supervised


Interactive Intro
Neural Networks

Simple

Chapter 1 | Goal Supervised

- So let's begin with the cost function

Interactive Intro
Neural Networks


Chapter 1 | Goal Supervised


Interactive Intro
Neural Networks

Nevermind

Chapter 1 | Goal Supervised

- So let's begin with how
the neuron gets defined

Interactive Intro
Neural Networks

Neuron

Chapter 1 | Goal Supervised


Interactive Intro
Neural Networks

Neuron

Chapter 1 | Goal Supervised


Interactive Intro
Neural Networks

Neuron

Chapter 1 | Goal Supervised

- But what if we had more than one input?
- Surface Area + Location?

Interactive Intro
Neural Networks

Neuron

Chapter 1 | Goal Supervised


Interactive Intro
Neural Networks


Chapter 1 | Goal Supervised


Interactive Intro
Neural Networks

Neuron and synaptic weight

Chapter 1 | Goal Supervised
- synaptic plasticity is the ability of synapses to strengthen or weaken over time, in response to increases or decreases in their activity

Interactive Intro
Neural Networks


Chapter 1 | Goal Supervised

Interactive Intro
Neural Networks


Chapter 1 | Goal Supervised

Interactive Intro
Neural Networks


Function
-
A function is a block of code which only runs when it is called.
-
You can pass data, known as parameters, into a function.
-
A function can return data as a result.

Chapter 1 | Intro
Create a Function
To create a function, use the keyword def Name():
Example
Create a function named NeuralNet, with a property named and call it

Chapter 1 | Python, class intro


Optimization Parameters
Chapter 5 | Forward propagation Intro
Chapter | Forward propagation Intro

Chapter | Forward propagation Intro



Chapter | Sigmoid Function
OK but what is a cost function?

Chapter | Cost

Chapter | Error Calcuation



Chapter | Error Calcuation


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Backpropagation
By Marina Goto
Backpropagation
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