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@heksamolako25
Created May 29, 2024 01:47
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{
"cells": [
{
"cell_type": "code",
"execution_count": 13,
"id": "8ccd723e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Unnamed: 0 \\\n",
"0 Basics \n",
"1 Structural Layout \n",
"2 Data type \n",
"3 Complexity \n",
"4 Commendable Feature \n",
"5 Feature type : Spatial recognition \n",
"6 Feature type : Recurrent connections \n",
"7 Main Drawback \n",
"8 Uses \n",
"\n",
" ANN \\\n",
"0 One of the simples types of neural networks \n",
"1 Its simplicity comes from its feed forward nat... \n",
"2 Fed on tabular and text data \n",
"3 Simple in contrast with the other two models \n",
"4 Ability to work with incomplete knowledge and ... \n",
"5 No \n",
"6 No \n",
"7 Hardware dependence \n",
"8 Complex problem solving such as predictive ana... \n",
"\n",
" CNN \\\n",
"0 One of the most popular types of neural networks \n",
"1 Its structure is based on multiple layers of n... \n",
"2 Relies on image data \n",
"3 Considered more powerful than the other two \n",
"4 Accuracy in recognizing images \n",
"5 Yes \n",
"6 No \n",
"7 Large training data required \n",
"8 Computer vision including image recognition \n",
"\n",
" RNN \n",
"0 The most advanced and complex neural networks \n",
"1 Information flows in different directions, wic... \n",
"2 trained with sequence data \n",
"3 Fewer features than CNN but powerful due to it... \n",
"4 Memory and self-learning \n",
"5 No \n",
"6 Yes \n",
"7 Slow and complex training and gradient concerns \n",
"8 Natural alnguage processing including sentimen... \n"
]
}
],
"source": [
"import pandas as pd\n",
"df = pd.read_excel (r'C:\\Users\\DELL\\Documents\\different.xlsx')\n",
"print (df)\n"
]
},
{
"cell_type": "markdown",
"id": "aa52e96d",
"metadata": {},
"source": [
"Artificial Intelligence (AI): AI refers to the intelligence exhibited by machines that mimic human cognitive functions like learning and problem-solving.\n",
"\n",
"Machine Learning (ML):This is a subfield of AI that focuses on developing algorithms that can learn from data without being explicitly programmed.\n",
"\n",
"Neural Networks (NN): This is a type of machine learning model inspired by the structure and function of the human brain.\n",
"\n",
"Deep Learning (DL): This is a subfield of machine learning that utilizes artificial neural networks with many layers (deep).\n",
"\n",
"Imagine building a house (AI) :\n",
"AI is the overall concept of having a comfortable place to live.\n",
"ML is a set of tools and techniques (like bricks, wood, hammers) used for construction. \n",
"NN is a specific building style, like using prefabricated walls.\n",
"DL is a more advanced construction method using cranes and multiple floors.\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "af6cfc53",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1d17b306d90>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gambar = plt.imread('Pictures\\Screenshots\\ss4.png')\n",
"plt.imshow(gambar)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "ad57bf38",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1d179fc2f90>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gambar = plt.imread('Pictures\\Screenshots\\ss5.png')\n",
"plt.imshow(gambar)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cd5dc82f",
"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": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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