Neural Nets from Scratch

Daniel Polites, Ruibo Hou, Sihao Cheng, Yang-Hsuan Huang

2024-05-04

Chapter 1 Intro

This is a write-up of iRisk’s Spring 2024 project: Neural Nets from Scratch

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The organization is:

2. Single-Layer NN Notes
   • intro notation & methodology for single-hidden layer neural network
3. Digit Model
   • GLMs on MNIST handwritten digits as an application intro
4. Multi-Layer NN Notes
   • intro notation & methodology for multi-hidden layer neural network
5. Multi-Layer NN Model
   • implementation of multi-layer neural network in R

1.0.1 Setup

knitr::opts_chunk$set(echo = TRUE)
set.seed(50)
library(tidyverse)

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library(keras)

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library(glmnet)

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