Joe joskid

A complete list of books, articles, blog posts, videos and neat pages that support Data Fundamentals (H), organised by Unit.

Formatting

If the resource is available online (legally) I have included a link to it. Each entry has symbols following it.

⨕⨕⨕ indicates difficulty/depth, from ⨕ (easy to pick up intro, no background required) through ⨕⨕⨕⨕⨕ (graduate level textbook, maths heavy, expect equations)
⭐ indicates a particularly recommended resource; 🌟 is a very strongly recommended resource and you should look at it.

Web Crawling: Data Scraping vs. Data Crawling

	import { useState } from 'react'

	const Form = () => {
	const name = useFormInput('Name')

	return (
	<>
	<input {...name} />
	</>
	)

	import React, { Component } from 'react';

	export default class Item extends Component{

	constructor(props){
	super(props);
	this.state = {
	num: props.num,
	isSaved: false
	}

	import React, { Component } from 'react';
	import Item from './Item';

	import './App.css';

	class App extends Component {

	constructor(){
	super();
	this.state = {

	import numpy as np
	import re
	import itertools
	from collections import Counter


	def clean_str(string):
	"""
	Tokenization/string cleaning for all datasets except for SST.
	Original taken from https://github.com/yoonkim/CNN_sentence/blob/master/process_data.py

	Start Training!...Here's the data, we'll do 2 iterations:
	[ { input: [ 0, 1 ], output: [ 1, 0 ] },
	{ input: [ 1, 1 ], output: [ 1, 1 ] } ]
	======== TRAINING ITERATION 1 =========
	--------- Run input set 0: 0,1 ----------
	-> Layer 2 has 3 nodes
	START NODE: 0
	-> bias for node 0: 0.13861538469791412
	-> weights for node 0:
	-> input value: 0, weight: -0.03485306352376938

	// Extracting more detailed GPU information in a browser.
	// NOTE: This won't work with some privacy settings enabled
	// and has only been tested with the following return values

	// Could be used to guess at a GPUs power using existing benchmarks here:
	// https://www.videocardbenchmark.net/GPU_mega_page.html
	// https://www.techpowerup.com/gpu-specs/
	// http://codeflow.org/entries/2016/feb/10/webgl_debug_renderer_info-extension-survey-results/
	// http://www.gpuzoo.com/
	// https://docs.google.com/spreadsheets/d/1wGRZ-5sl7G9DhIgwW36g2KnrwVfZqBW7GDKHOd2vbaM/edit#gid=0

	// don't forget google maps import:
	// <script src="https://maps.googleapis.com/maps/api/js?key=AIzaSyC44mPpaMNvENXryYjHBHzjST1UMnYlARk"></script>

	import React, { Component } from 'react'
	import { withGoogleMap, GoogleMap, Marker } from 'react-google-maps'

	class Map extends Component {

	constructor(){
	super()

	class MyWindowPortal extends React.PureComponent {
	constructor(props) {
	super(props);
	// STEP 1: create a container <div>
	this.containerEl = document.createElement('div');
	this.externalWindow = null;
	}

	render() {
	// STEP 2: append props.children to the container <div> that isn't mounted anywhere yet