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@yunisangadji
Created May 17, 2024 01:09
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "3c90b8b4",
"metadata": {},
"outputs": [],
"source": [
"#Perbedaan dari ANN, CNN, RNN :\n",
"\n",
"#Artificial Neural Networks (ANN) adalah model pembelajaran mesin yang terdiri dari \n",
"#lapisan-lapisan neuron buatan yang terhubung secara matematis. \n",
"#Setiap neuron menerima input, melakukan operasi matematika pada input tersebut, \n",
"#dan mengirim output ke neuron berikutnya. ANN cocok untuk masalah-masalah yang melibatkan data \n",
"#yang tidak memiliki struktur spasial atau temporal yang jelas, seperti klasifikasi gambar \n",
"#atau prediksi harga saham.\n",
"\n",
"#Convolutional Neural Networks (CNN) adalah jenis khusus dari ANN yang sangat efektif \n",
"#dalam memproses data berdimensi tinggi seperti citra. CNN memanfaatkan operasi konvolusi \n",
"#untuk mengekstraksi fitur dari data input secara hierarkis. Setiap lapisan CNN terdiri dari \n",
"#lapisan konvolusi yang mengidentifikasi pola-pola visual, diikuti oleh lapisan pengambilan \n",
"#sampel (pooling) untuk mengurangi dimensi data. CNN sering digunakan dalam pengenalan gambar, \n",
"#deteksi objek, dan segmentasi gambar.\n",
"\n",
"#Recurrent Neural Networks (RNN) dirancang untuk menangani data berurutan atau \n",
"#berjenjang seperti teks, audio, atau video. RNN memiliki sifat memori yang \n",
"#memungkinkan informasi untuk dijalankan melalui waktu. Setiap neuron dalam \n",
"#RNN menghasilkan output yang tidak hanya bergantung pada input saat ini, \n",
"#tetapi juga pada input sebelumnya dalam urutan data. Ini membuat RNN sangat \n",
"#cocok untuk tugas-tugas seperti pemodelan bahasa, penerjemahan mesin, dan analisis sentimen."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "17db24cf",
"metadata": {},
"outputs": [],
"source": [
"#Hubungan antara Artificial Intelligence (AI), Machine Learning (ML), \n",
"#Neural Networks (NN), dan Deep Learning (DL) \n",
"\n",
"#Artificial Intelligence (AI) adalah disiplin ilmu yang bertujuan untuk menciptakan komputer \n",
"#atau sistem yang dapat mengeksekusi tugas-tugas yang biasanya memerlukan kecerdasan manusia.\n",
"#AI mencakup berbagai metode dan teknik untuk mencapai tujuan ini, \n",
"#dan salah satu pendekatan yang penting adalah Machine Learning (ML).\n",
"\n",
"#Machine Learning (ML) adalah cabang dari AI yang berfokus pada pengembangan sistem komputer \n",
"#yang dapat belajar dari data. Daripada memprogram instruksi secara eksplisit, \n",
"#ML memungkinkan komputer untuk belajar dari pengalaman dengan menganalisis pola dalam data. \n",
"#Ini memungkinkan sistem untuk memperbaiki performa mereka seiring waktu tanpa harus \n",
"#diubah secara manual.\n",
"\n",
"#Neural Networks (NN) adalah model matematika yang terinspirasi oleh struktur jaringan saraf biologis. \n",
"#Dalam konteks ML, NN digunakan untuk memproses data dan menemukan pola-pola yang kompleks dan abstrak. \n",
"#Dengan menggunakan arsitektur NN, komputer dapat memodelkan hubungan yang rumit antara input \n",
"#dan output, bahkan ketika hubungan tersebut sulit dipahami atau dijabarkan secara manual.\n",
"\n",
"#Deep Learning (DL) adalah subbidang dari ML yang menggunakan neural networks dengan banyak \n",
"#lapisan (disebut deep neural networks) untuk mempelajari representasi data yang sangat kompleks. \n",
"#Dengan banyaknya lapisan, DL memungkinkan model untuk memahami hierarki fitur-fitur dari data,\n",
"#yang berarti model dapat mempelajari fitur-fitur yang semakin abstrak dan kompleks seiring \n",
"#dengan meningkatnya kedalaman jaringan."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8b60727e",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('C:/Users/user/Pictures/foto/download (5).png')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "1bcdbb90",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import image\n",
"import matplotlib.pyplot as plt\n",
"img = image.imread('C:/Users/user/Pictures/foto/download (6).png')\n",
"plt.imshow(img)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "bca10fcb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import image\n",
"import matplotlib.pyplot as plt\n",
"img = image.imread('C:/Users/user/Pictures/foto/download (7).png')\n",
"plt.imshow(img)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "524d8b73",
"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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