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neuroniniu-tinklu-metodai/Lab1/examples/Lab1.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "f304a25f-fb7b-4bd1-9bdc-a04bb593fe58",
"metadata": {
"id": "f304a25f-fb7b-4bd1-9bdc-a04bb593fe58"
},
"source": [
"# Lab 1"
]
},
{
"cell_type": "markdown",
"id": "4d635a4b-b113-4de2-bc6f-3d0cfb76e618",
"metadata": {},
"source": [
"## Vaiksmai su skaičiais\n",
"\n",
"Atlikite matematinius veiksmus su skaičiais, sugalvokite daugiau sudėtingesnių veiksmų."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "676a1e8c-6f4a-4370-94f5-8df04d859435",
"metadata": {
"id": "676a1e8c-6f4a-4370-94f5-8df04d859435",
"outputId": "9fe71b1e-80ae-4417-d668-736e046b32ca"
},
"outputs": [
{
"data": {
"text/plain": [
"9"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"4+5"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "92a6c829-6a36-431f-aed5-b9f202005275",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"30\n",
"7\n"
]
}
],
"source": [
"a=5\n",
"b=6\n",
"print(a*b)\n",
"print(a^2)"
]
},
{
"cell_type": "markdown",
"id": "625ffb6e-0f92-4e91-8c3c-083ce07d75b8",
"metadata": {},
"source": [
"## Numpy bibliotekos naudojimas\n",
"\n",
"Peržvelkite dokumentaciją, atlikite kiek galite daugiau pavyzdžių:\n",
"\n",
"* https://numpy.org/doc/stable/user/index.html\n",
"* https://numpy.org/doc/stable/user/absolute_beginners.html\n",
"* https://numpy.org/doc/stable/user/quickstart.html"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3f5ffd90-8ef0-45f5-ad66-686c228a3f8b",
"metadata": {
"id": "3f5ffd90-8ef0-45f5-ad66-686c228a3f8b"
},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "markdown",
"id": "b2a30cd5-7d6d-42fb-844b-6db83e7aa3e2",
"metadata": {},
"source": [
"## Skaliarinė sandauga\n",
"\n",
"Pamėginkite įsivesti naujus vektorius ir atlikti veiksmus su jais."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6c503661-6b4f-4424-a093-0a15464d84f7",
"metadata": {
"id": "6c503661-6b4f-4424-a093-0a15464d84f7"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"c= 14\n",
"d= [-9 2 3]\n"
]
}
],
"source": [
"a = np.array([1, 0, 3])\n",
"b = np.array([2, 3, 4])\n",
"c = np.dot(a,b)\n",
"d = np.cross(a,np.transpose(b))\n",
"\n",
"print (\"c=\", c)\n",
"print (\"d=\", d)"
]
},
{
"cell_type": "markdown",
"id": "108d84de-d3c6-4af6-80e9-fae4da6ea3a0",
"metadata": {},
"source": [
"## Veiksmai su matricomis\n",
"\n",
"Pamėginkite įsivesti naujas matricas ir atlikti veiksmus su jomis."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "29bf2c27-e278-423e-b658-d69a096d0e3b",
"metadata": {
"id": "29bf2c27-e278-423e-b658-d69a096d0e3b"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"C= [[2 4]\n",
" [6 8]]\n",
"D= [[ 1 4]\n",
" [ 9 16]]\n",
"E= [[ 7 10]\n",
" [15 22]]\n"
]
}
],
"source": [
"A = np.array([[1, 2], [3, 4]])\n",
"B = np.array([[1, 2], [3, 4]])\n",
"\n",
"C = A + B\n",
"D = A * B\n",
"E = np.matmul(A,B)\n",
"\n",
"print(\"C=\", C)\n",
"print(\"D=\", D)\n",
"print(\"E=\", E)"
]
},
{
"cell_type": "markdown",
"id": "04127180-6fd8-4230-9b1d-98cc1b1326c6",
"metadata": {},
"source": [
"## MSE skaičiavimas\n",
"\n",
"Išanalizuokite žemiau pateikta MSE skaičiavimo pavyzdį."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "415c4fe5-6968-45f1-b536-61514e813e9b",
"metadata": {
"id": "415c4fe5-6968-45f1-b536-61514e813e9b"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE= 0.012540223468521546\n"
]
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"x = np.arange(0, 5.0, 0.1)\n",
"y = np.sin(x)\n",
"y2 = y + np.random.normal(0,0.1,len(y))\n",
"\n",
"plt.plot(x, y)\n",
"plt.plot(x, y2)\n",
"plt.show()\n",
"\n",
"MSE = (1/len(y))*np.sum(np.power((y-y2),2))\n",
"\n",
"print(\"MSE=\", MSE)"
]
},
{
"cell_type": "markdown",
"id": "96d8465c-d0f8-4d36-b4b0-f53e7cd6221c",
"metadata": {},
"source": [
"## Atlikite veiksmus su paveikslėliais\n",
"\n",
"Pamėginkite pritaikyti įvarias numpy, ndimage ir matplotlib funkcijas paveikslėliams.\n",
"\n",
"* https://docs.scipy.org/doc/scipy/reference/ndimage.html\n",
"* https://matplotlib.org/stable/tutorials/index.html"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "9552ce03-15e7-4381-8166-e7afcbf97e6e",
"metadata": {
"id": "9552ce03-15e7-4381-8166-e7afcbf97e6e"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[[253 253 253 255]\n",
" [254 254 254 255]\n",
" [254 254 254 255]\n",
" ...\n",
" [254 254 254 255]\n",
" [254 254 254 255]\n",
" [253 253 253 255]]\n",
"\n",
" [[254 254 254 255]\n",
" [254 254 254 255]\n",
" [254 254 254 255]\n",
" ...\n",
" [254 254 254 255]\n",
" [254 254 254 255]\n",
" [254 254 254 255]]\n",
"\n",
" [[253 253 253 255]\n",
" [253 253 253 255]\n",
" [254 254 254 255]\n",
" ...\n",
" [254 254 254 255]\n",
" [253 253 253 255]\n",
" [253 253 253 255]]\n",
"\n",
" ...\n",
"\n",
" [[157 159 166 255]\n",
" [148 148 151 255]\n",
" [135 133 134 255]\n",
" ...\n",
" [ 98 127 164 255]\n",
" [106 134 173 255]\n",
" [105 135 173 255]]\n",
"\n",
" [[ 31 27 28 255]\n",
" [ 26 23 29 255]\n",
" [ 16 15 25 255]\n",
" ...\n",
" [ 98 127 163 255]\n",
" [107 135 174 255]\n",
" [106 135 172 255]]\n",
"\n",
" [[ 1 3 35 255]\n",
" [ 2 4 43 255]\n",
" [ 3 9 52 255]\n",
" ...\n",
" [100 127 163 255]\n",
" [109 133 173 255]\n",
" [109 135 172 255]]]\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f4a238b8d30>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import imageio.v3 as imageio\n",
"\n",
"ktu = imageio.imread('ktu.png')\n",
"\n",
"print(ktu)\n",
"\n",
"plt.imshow(ktu)"
]
},
{
"cell_type": "markdown",
"id": "a48fc16b-cd52-45e4-8658-3054eaa4f209",
"metadata": {},
"source": [
"## Išvestinių skaičiavimas\n",
"\n",
"Pakeiskite žingsnio ir kitus parametrus."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "98193916-fbd8-4aab-8ee5-310d37b921c5",
"metadata": {
"id": "98193916-fbd8-4aab-8ee5-310d37b921c5",
"outputId": "8df86f53-5fa0-40aa-e703-15511b1c09eb"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"delta_x = 0.2\n",
"\n",
"x = np.arange(0, 5.0, delta_x)\n",
"y = np.cos(x)+np.cos(6*x)\n",
"\n",
"dydx = np.diff(y)/delta_x\n",
"\n",
"plt.plot(x, y)\n",
"plt.plot(x[1:]-delta_x/2, dydx)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d30dd171-0b0d-4055-ab57-dc79ed0f2b7b",
"metadata": {},
"source": [
"## Išvestinės skaičiavimas su np.gradient\n",
"\n",
"* Kodėl dydx_numerical ir dydx_analytical reikšmės nesutampa?\n",
"* Pakeiskite y=f(x) funkciją ir braižomus parametrus."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f40c9063-49db-4b8e-b178-bbf9f647b844",
"metadata": {
"id": "f40c9063-49db-4b8e-b178-bbf9f647b844",
"outputId": "da0643a5-2adf-4ce0-c570-ef5e28d9be3a"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(-5,5,20)\n",
"dx = x[1]-x[0]\n",
"y = np.sin(x)+np.cos(2*x)\n",
"dydx_numerical = np.gradient(y, dx)\n",
"dydx_analytical = np.cos(x)-2*np.sin(2*x)\n",
"\n",
"plt.plot(x, y)\n",
"plt.plot(x, dydx_numerical)\n",
"plt.plot(x, dydx_analytical)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "c41f521b-3e8f-4c00-98a1-06aeed9b8bc2",
"metadata": {},
"source": [
"## Gradientinio lauko radimas\n",
"\n",
"Išanalizuokite žemiau pateiktą kodą. Pamėginkite atvaizduoti kitas $z(x,y)$ funkcijas."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "04c515ab-3961-4e5e-99cb-1570eb85cdb3",
"metadata": {
"id": "04c515ab-3961-4e5e-99cb-1570eb85cdb3",
"outputId": "fb7d7a1a-03a1-452f-d23b-51d941117857"
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.contour.QuadContourSet at 0x7f4a21ec3e20>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"feature_x = np.arange(-2, 2, 0.1)\n",
"feature_y = np.arange(-2, 2, 0.1)\n",
"\n",
"x, y = np.meshgrid(feature_x, feature_y)\n",
"z = x * np.exp(-(x**2 + y**2))\n",
"u = 1*np.exp(-(x**2 + y**2))+x*np.exp(-(x**2 + y**2))*(-2*x)\n",
"v = x*np.exp(-(x**2 + y**2))*(-2*y)\n",
"\n",
"norm = np.linalg.norm(np.array((u, v)), axis=0)\n",
"u = u / norm\n",
"v = v / norm\n",
"\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_aspect(1)\n",
"ax.quiver(x, y, u, v, units='xy', scale=10, color='gray')\n",
"ax.contour(x, y, z, 10, cmap='jet')"
]
},
{
"cell_type": "markdown",
"id": "3fb179d7-7295-4339-9b8e-0aaee69af5ac",
"metadata": {},
"source": [
"## MNIST duomenų bazė\n",
"\n",
"Pamėginkite išsiaiškinti duomenų tipą ir juos atvaizduoti."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "acafd255-fe26-4de4-b2e4-77758d9d1aae",
"metadata": {
"id": "acafd255-fe26-4de4-b2e4-77758d9d1aae",
"outputId": "563624f0-ca0b-4ef5-fa9c-75312eaa7c7c"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2023-06-25 18:47:35.461935: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F AVX512_VNNI FMA\n",
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"TensorFlow version: 2.11.0\n"
]
}
],
"source": [
"import tensorflow as tf\n",
"print(\"TensorFlow version:\", tf.__version__)\n",
"\n",
"mnist = tf.keras.datasets.mnist\n",
"\n",
"(x_train, y_train), (x_test, y_test) = mnist.load_data()\n",
"x_train, x_test = x_train / 255.0, x_test / 255.0"
]
},
{
"cell_type": "markdown",
"id": "e61e99cf-7584-4bd2-8cbe-31b5738328d3",
"metadata": {},
"source": [
"## Pandas biblioteka\n",
"\n",
"Išanalizuokite žemiau pateiktą kodą, pamėginkite rasti įvairių duomenų rinkinių internete ir jiems pritaikyti žemiau esantį kodą. Atlikite duomenų filtravimą, atvaizdavimą ir pritaikykite įvairiais Pandas bibliotekos funkcijas.\n",
"\n",
"* https://pandas.pydata.org/docs/user_guide/10min.html"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "a68ba2e0-65e4-4496-9ab7-b2c5eec6e610",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 486,
"status": "ok",
"timestamp": 1687705797157,
"user": {
"displayName": "Paulius Palevičius",
"userId": "12080217309158757175"
},
"user_tz": -180
},
"id": "a68ba2e0-65e4-4496-9ab7-b2c5eec6e610",
"outputId": "ad4a316a-f189-4347-9abe-59e9a6efd8b1"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" A B C D E F\n",
"0 1.0 2013-01-02 1.0 3 test foo\n",
"1 1.0 2013-01-02 1.0 3 train foo\n",
"2 1.0 2013-01-02 1.0 3 test foo\n",
"3 1.0 2013-01-02 1.0 3 train foo\n"
]
}
],
"source": [
"import pandas as pd\n",
"\n",
"df1 = pd.DataFrame({\n",
" \"A\": 1.0,\n",
" \"B\": pd.Timestamp(\"20130102\"),\n",
" \"C\": pd.Series(1, index=list(range(4)), dtype=\"float32\"),\n",
" \"D\": np.array([3] * 4, dtype=\"int32\"),\n",
" \"E\": pd.Categorical([\"test\", \"train\", \"test\", \"train\"]),\n",
" \"F\": \"foo\",\n",
"})\n",
"\n",
"print(df1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "Pvp-0PSpGa0W",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 313
},
"executionInfo": {
"elapsed": 333,
"status": "error",
"timestamp": 1687705801232,
"user": {
"displayName": "Paulius Palevičius",
"userId": "12080217309158757175"
},
"user_tz": -180
},
"id": "Pvp-0PSpGa0W",
"outputId": "d6a32d1c-ec3a-4b1c-b8c0-1acc39173c03"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"21 Lower De Boom (21st Amendment Brewery)\n",
"32 Hop Crisis (21st Amendment Brewery)\n",
"70 London Balling (Against the Grain Brewery)\n",
"134 Quakertown Stout (Armadillo Ale Works)\n",
"171 Devils Tramping Ground Tripel (Aviator Brewing...\n",
" ... \n",
"2279 Lee Hill Series Vol. 4 - Manhattan Style Rye A...\n",
"2281 Lee Hill Series Vol. 3 - Barrel Aged Imperial ...\n",
"2286 Upslope Imperial India Pale Ale (Upslope Brewi...\n",
"2312 Voodoo Love Child (Voodoo Brewery)\n",
"2315 Gran Met (Voodoo Brewery)\n",
"Name: label, Length: 84, dtype: object\n"
]
}
],
"source": [
"df2 = pd.read_csv('beers.csv')\n",
"\n",
"print(df2[df2.abv>0.09].label)"
]
}
],
"metadata": {
"colab": {
"provenance": []
},
"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": "3.8.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}