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first commit with current lessons
2023-10-29 02:06:02 +01:00
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "08d1226c-5a91-4675-84fe-34b299c3c82f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[13285.201849510713, -26578.19232421982, 9516.240080329559]\n"
]
}
],
"source": [
"using DelimitedFiles\n",
"# https://docs.julialang.org/en/v1/stdlib/DelimitedFiles/\n",
"\n",
renamed files, lesson 10/11
2023-11-15 11:23:16 +01:00
"M = convert(Matrix{Int}, readdlm(\"salaries.csv\", ',', skipstart=1)[:, 2:end])\n",
first commit with current lessons
2023-10-29 02:06:02 +01:00
"\n",
renamed files, lesson 10/11
2023-11-15 11:23:16 +01:00
"A = M[1:end, 1:3]\n",
"y = M[1:end, 4]\n",
"x = A \\ y\n",
first commit with current lessons
2023-10-29 02:06:02 +01:00
"\n",
"println(x)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e7b91a49-8da1-4637-9336-d33e089f82c3",
"metadata": {},
"outputs": [
{
"data": {
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]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = sort(20 .* rand(1000) .- 10)\n",
"y = (0.02 .* x .^ 3) .- x .+ 1 + rand(1000)\n",
"\n",
"using Plots\n",
"# https://docs.juliaplots.org/latest/tutorial/\n",
"\n",
"plot(x, y)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "fafdd151-c5c4-494e-9793-60f45f49baff",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4-element Vector{Float64}:\n",
" 0.020055886001898972\n",
" 8.201817529871014e-5\n",
" -1.001646828763499\n",
" 1.5016847772666466"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"A = hcat(x.^3, x.^2, x, ones(1000));\n",
"coefficients = A \\ y"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "c01d514a-c7c0-4371-ac18-35cbed47d6c1",
"metadata": {},
"outputs": [
{
"data": {
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]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(x, [y, A*coefficients])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "427bb23c-0435-4c9c-8d45-6e912850c6d2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3-element Vector{Float64}:\n",
" -1.3463569041275599e-15\n",
" 1.6972243622680054\n",
" 5.302775637731994"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"A = [2 0 1;0 1 1; 0 0 0; 0 0 0];\n",
"using LinearAlgebra # from stdlib\n",
"\n",
"eigvals(A' * A)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.9.3",
"language": "julia",
"name": "julia-1.9"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.9.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Reference in New Issue Copy Permalink