# Machine Learning
## Notes
Machine learning is a branch of AI and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy.
Machine learning algorithms use computational methods to “learn” information directly from data without relying on a predetermined equation as a model. The algorithms adaptively improve their performance as the number of samples available for learning increase. (Consists:: [[deep learning]]) is a specialized form of machine learning.
So essentially, as the amount of data increases in the world (Jump:: [[big data]]), so does all the possible connections between features. Therefore, our ability as humans to "come up" with formulas that describe reality has been severely hindered. Of course, theory is still critical to the process (Aka:: [[Hypothesis Testing]]), but it is now the role of machines to determine which features are relevant, and to determine the coefficients of each one.
## Visual
![[Machine Learning.webp]]
## Connections
```dataviewjs
const queryPath = "Extras/Queries/connections_query.js"
const queryContent = await dv.io.load(queryPath)
dv.executeJs(queryContent);
```
## Overview
🔼Topic:: [[Artificial Intelligence]]
◀Origin::
🔗Link::
%%
# Excalidraw Data
## Text Elements
Machine learning ^KnhpkOmT
When machine learn "themselves" the hidden
logic of the world ^Reme11Bz
## Embedded Files
bea3d4a586c1f7e99748afe2b928cbf8abf4b2c1: [[Icon - Technology.webp]]
304735309bab5cf9642293e1aabfe73d124a427d: [[icon - settings.webp]]
## Drawing
```json
{
"type": "excalidraw",
"version": 2,
"source": "https://github.com/zsviczian/obsidian-excalidraw-plugin/releases/tag/2.2.7",
"elements": [
{
"type": "text",
"version": 91,
"versionNonce": 253465141,
"index": "a0",
"isDeleted": false,
"id": "KnhpkOmT",
"fillStyle": "hachure",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": -185.33334350585938,
"y": -181.80731201171875,
"strokeColor": "#000000",
"backgroundColor": "transparent",
"width": 273.8574523925781,
"height": 44.3333282470703,
"seed": 181022905,
"groupIds": [],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false,
"fontSize": 35.46666259765624,
"fontFamily": 1,
"text": "Machine learning",
"rawText": "Machine learning",
"textAlign": "left",
"verticalAlign": "top",
"containerId": null,
"originalText": "Machine learning",
"autoResize": true,
"lineHeight": 1.25
},
{
"type": "image",
"version": 61,
"versionNonce": 801478555,
"index": "a1",
"isDeleted": false,
"id": "G7AeVz9cWY80hu_USyDAB",
"fillStyle": "hachure",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": -122.00003051757812,
"y": -15.140625,
"strokeColor": "#000000",
"backgroundColor": "transparent",
"width": 100,
"height": 100,
"seed": 1107842329,
"groupIds": [],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false,
"status": "pending",
"fileId": "bea3d4a586c1f7e99748afe2b928cbf8abf4b2c1",
"scale": [
1,
1
]
},
{
"type": "ellipse",
"version": 484,
"versionNonce": 1253409685,
"index": "a2",
"isDeleted": false,
"id": "YLBPITYU16HHZoaS78nBm",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": -28.261096579494847,
"y": -126.78685136274953,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 32.634264655250064,
"height": 32.61838191584516,
"seed": 1118335929,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 240,
"versionNonce": 134605883,
"index": "a3",
"isDeleted": false,
"id": "4o98BG6zXlZpJwnU7G88v",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": -21.413223961679364,
"y": -124.20960399857441,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 39.68057626718989,
"height": 39.66126416504983,
"seed": 951293081,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 269,
"versionNonce": 1422543093,
"index": "a4",
"isDeleted": false,
"id": "K3Ik_bya6SYp7J1X-1gaJ",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": -6.156421869751895,
"y": -124.55975418382218,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 39.68057626718989,
"height": 39.66126416504983,
"seed": 107452793,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 293,
"versionNonce": 1787997403,
"index": "a5",
"isDeleted": false,
"id": "K76EcQWp7-fsuSmuJ1nI_",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": 12.058752868756642,
"y": -124.55975418382218,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 39.68057626718989,
"height": 39.66126416504983,
"seed": 218628697,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 324,
"versionNonce": 1054827093,
"index": "a6",
"isDeleted": false,
"id": "NTUzn2HAsamMFL5QY6pPH",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": 34.17690344977217,
"y": -124.55975418382218,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 39.68057626718989,
"height": 39.66126416504983,
"seed": 963137337,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 349,
"versionNonce": 721312123,
"index": "a7",
"isDeleted": false,
"id": "i1LP3DqEB8zJPIntH5q8s",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": 57.30314576249904,
"y": -124.55975418382218,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 39.68057626718989,
"height": 39.66126416504983,
"seed": 300679193,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 606,
"versionNonce": 1305104309,
"index": "a8",
"isDeleted": false,
"id": "aTTAtJrc_Lu9FYPf5NaEr",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": -27.287766631635606,
"y": -105.37079509505121,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 39.68057626718989,
"height": 39.66126416504983,
"seed": 75928825,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 534,
"versionNonce": 109802011,
"index": "a9",
"isDeleted": false,
"id": "QcDh8zJlw-_sNftt2TW_F",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": -28.261096579494847,
"y": -81.72085401252599,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 32.634264655250064,
"height": 32.61838191584516,
"seed": 1958448601,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 393,
"versionNonce": 263229717,
"index": "aA",
"isDeleted": false,
"id": "9j-84KHg8qLuwtsT6q6lY",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": -9.931937838134445,
"y": -89.11963274403689,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 39.68057626718989,
"height": 39.66126416504983,
"seed": 161376953,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 417,
"versionNonce": 1848407739,
"index": "aB",
"isDeleted": false,
"id": "TcLmHFpYgXmzBW3LmtRaL",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": 8.283236900374106,
"y": -89.11963274403689,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 39.68057626718989,
"height": 39.66126416504983,
"seed": 1003662233,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 448,
"versionNonce": 839362165,
"index": "aC",
"isDeleted": false,
"id": "xDv8XPQDHs_VaGlwq1Yeo",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": 30.40138748138962,
"y": -89.11963274403689,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 39.68057626718989,
"height": 39.66126416504983,
"seed": 596365433,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 473,
"versionNonce": 277079899,
"index": "aD",
"isDeleted": false,
"id": "bL7g-ae5p5dx70AK7dBWp",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": 53.52762979411648,
"y": -89.11963274403689,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 39.68057626718989,
"height": 39.66126416504983,
"seed": 109926745,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 615,
"versionNonce": 395644885,
"index": "aE",
"isDeleted": false,
"id": "bbCXFzg-ZbjfNVVVkfNUU",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": 72.05803199983612,
"y": -126.78685136274953,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 32.634264655250064,
"height": 32.61838191584516,
"seed": 640337465,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 766,
"versionNonce": 602162171,
"index": "aF",
"isDeleted": false,
"id": "qBJnsuCmpEuoeT1zxDi5K",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": 66.462833207306,
"y": -105.47459764405406,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 39.68057626718989,
"height": 39.66126416504983,
"seed": 1296537369,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 665,
"versionNonce": 778980661,
"index": "aG",
"isDeleted": false,
"id": "lgruLzBBOqx5WP6KNUdse",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": 72.05803199983612,
"y": -81.72085401252599,
"strokeColor": "#000000",
"backgroundColor": "#fff",
"width": 32.634264655250064,
"height": 32.61838191584516,
"seed": 509037561,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "rectangle",
"version": 583,
"versionNonce": 1884294299,
"index": "aH",
"isDeleted": false,
"id": "qPqUmn5K07gd6ZZ9nqhcD",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 0,
"opacity": 100,
"angle": 0,
"x": -14.861558824765709,
"y": -120.744165603499,
"strokeColor": "#fff",
"backgroundColor": "#fff",
"width": 105.36182882117119,
"height": 66.68503354860835,
"seed": 559768793,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 362,
"versionNonce": 100195989,
"index": "aI",
"isDeleted": false,
"id": "B-TVh9zzS3lijgBsx--Nb",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 1.5707963267948957,
"x": -41.08388706524113,
"y": -49.260023005710806,
"strokeColor": "#000000",
"backgroundColor": "transparent",
"width": 16.741178542668138,
"height": 16.741178542668138,
"seed": 300769721,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "ellipse",
"version": 535,
"versionNonce": 427409723,
"index": "aJ",
"isDeleted": false,
"id": "FX5R9F1AGGMBs6GacKJTu",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 1.5707963267948957,
"x": -56.15818979194498,
"y": -32.31028839031036,
"strokeColor": "#000000",
"backgroundColor": "transparent",
"width": 12.430483258919262,
"height": 12.430483258919262,
"seed": 1831518873,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "rectangle",
"version": 558,
"versionNonce": 619332597,
"index": "aK",
"isDeleted": false,
"id": "AS-oOX-P_nnPUovqSDKJG",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 0,
"opacity": 100,
"angle": 0,
"x": 86.35454792717704,
"y": -109.8245512791598,
"strokeColor": "#fff",
"backgroundColor": "#fff",
"width": 13.73418078177042,
"height": 38.66455277924241,
"seed": 1070139257,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "rectangle",
"version": 717,
"versionNonce": 683925979,
"index": "aL",
"isDeleted": false,
"id": "r25WQThzDr-5enBS7BV8b",
"fillStyle": "solid",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 0,
"opacity": 100,
"angle": 0,
"x": -22.37258712138481,
"y": -119.21023291923099,
"strokeColor": "#fff",
"backgroundColor": "#fff",
"width": 14.839108911355712,
"height": 49.00066573177813,
"seed": 873181273,
"groupIds": [
"fuHXce2I4AjO7dLBnf9NN"
],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false
},
{
"type": "image",
"version": 94,
"versionNonce": 524811605,
"index": "aM",
"isDeleted": false,
"id": "pbMk6BnZNSaQJi0ZVyCUP",
"fillStyle": "hachure",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": 3.333343505859375,
"y": -120.140625,
"strokeColor": "#000000",
"backgroundColor": "transparent",
"width": 68,
"height": 68,
"seed": 161531289,
"groupIds": [],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false,
"status": "pending",
"fileId": "304735309bab5cf9642293e1aabfe73d124a427d",
"scale": [
1,
1
]
},
{
"type": "text",
"version": 105,
"versionNonce": 1463873147,
"index": "aN",
"isDeleted": false,
"id": "Reme11Bz",
"fillStyle": "hachure",
"strokeWidth": 1,
"strokeStyle": "solid",
"roughness": 1,
"opacity": 100,
"angle": 0,
"x": -247.33331298828125,
"y": 102.85934448242188,
"strokeColor": "#000000",
"backgroundColor": "transparent",
"width": 419.7796630859375,
"height": 50,
"seed": 99845017,
"groupIds": [],
"frameId": null,
"roundness": null,
"boundElements": [],
"updated": 1718269353563,
"link": null,
"locked": false,
"fontSize": 20,
"fontFamily": 1,
"text": "When machine learn \"themselves\" the hidden\nlogic of the world",
"rawText": "When machine learn \"themselves\" the hidden\nlogic of the world",
"textAlign": "center",
"verticalAlign": "top",
"containerId": null,
"originalText": "When machine learn \"themselves\" the hidden\nlogic of the world",
"autoResize": true,
"lineHeight": 1.25
}
],
"appState": {
"theme": "dark",
"viewBackgroundColor": "#ffffff",
"currentItemStrokeColor": "#000000",
"currentItemBackgroundColor": "transparent",
"currentItemFillStyle": "hachure",
"currentItemStrokeWidth": 1,
"currentItemStrokeStyle": "solid",
"currentItemRoughness": 1,
"currentItemOpacity": 100,
"currentItemFontFamily": 1,
"currentItemFontSize": 20,
"currentItemTextAlign": "center",
"currentItemStartArrowhead": null,
"currentItemEndArrowhead": "arrow",
"scrollX": 372.9434814453125,
"scrollY": 249.85679626464844,
"zoom": {
"value": 2
},
"currentItemRoundness": "round",
"gridSize": null,
"gridColor": {
"Bold": "#C9C9C9FF",
"Regular": "#EDEDEDFF"
},
"colorPalette": {
"topPicks": {
"elementBackground": [
"#fff6f0",
"#006666",
"#cecdcc",
"#af9178",
"#646261"
],
"elementStroke": [
"black",
"#755941",
"#646261",
"#006666",
"transparent"
]
}
},
"currentStrokeOptions": null,
"previousGridSize": null,
"frameRendering": {
"enabled": true,
"clip": true,
"name": true,
"outline": true
},
"objectsSnapModeEnabled": false
},
"files": {}
}
```
%%