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@c4t4r
Created May 17, 2024 01:05
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{
"cells": [
{
"cell_type": "markdown",
"id": "4a4655d7-f3a4-4e81-99ef-a28eb3bef977",
"metadata": {},
"source": [
"Lecture 9"
]
},
{
"cell_type": "markdown",
"id": "5f09e417-4941-449c-abdc-19f3c989f546",
"metadata": {},
"source": [
"Monte Carlo Methode.\r\n"
]
},
{
"cell_type": "markdown",
"id": "6817752d-538f-47f2-b299-754c14d148b0",
"metadata": {},
"source": [
"1.\tUnderstanding complex systems: Real-world systems can be intricate and involve a lot of variables. The Monte Carlo method tackles these challenges by creating a simulated version of the system using random sampling.\n",
"2.\tRandom sampling: This is the heart of the Monte Carlo method. By repeatedly generating random numbers within a defined probability distribution, the method explores the possible states of the system.\n",
"3.\tEstimating probabilities: The core idea is that the more times a particular outcome occurs in the simulation, the higher its likelihood in the real system. By performing a large number of trials, the method estimates probabilities for various scenarios.\n",
"4.\tApplications across disciplines: The Monte Carlo method's versatility makes it applicable in various fields like physics, engineering, finance, and even biology. It's particularly useful when deriving analytical solutions is impractical or computationally expensive.\n"
]
},
{
"attachments": {
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}
},
"cell_type": "markdown",
"id": "45aeda94-669d-48f6-96d8-3525f6509a2f",
"metadata": {},
"source": [
"![Screenshot 2024-04-04 130249.png](attachment:e02f3371-c195-41ce-a0e7-f6e3b976b2a8.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "443f2ed4-6d88-4d0a-8ed4-e0f30139d3be",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.1"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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