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NERDY VANDHEKA 21181213 ASSIGNMENT 10
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{
"cells": [
{
"cell_type": "markdown",
"id": "24a7644a",
"metadata": {},
"source": [
"# SESSION 10"
]
},
{
"cell_type": "markdown",
"id": "0eb255d3",
"metadata": {},
"source": [
"## SLIDE 10a "
]
},
{
"cell_type": "markdown",
"id": "75ee1db1",
"metadata": {},
"source": [
"Perbedaan antara ANN, CNN, dan RNN:\n",
"\n",
"1.Arsitektur:\n",
"\n",
"-ANN: Terdiri dari lapisan input, tersembunyi, dan output di mana informasi mengalir ke satu arah tanpa loop.\n",
"\n",
"-CNN: Dirancang khusus untuk memproses data berbentuk grid seperti gambar melalui lapisan konvolusi dan pooling.\n",
"\n",
"-RNN: Mampu memproses data sekuensial karena loop yang memungkinkan informasi bertahan.\n",
"\n",
"2.Aplikasi:\n",
"\n",
"-ANN: Digunakan untuk tugas pengenalan pola umum dan pemrosesan feed-forward.\n",
"\n",
"-CNN: Terutama diterapkan dalam analisis gambar dan video karena kemampuannya untuk menangkap hierarki spasial.\n",
"\n",
"-RNN: Ideal untuk tugas yang melibatkan data sekuensial seperti pengenalan ucapan dan pemodelan bahasa.\n",
"\n",
"3.Memori:\n",
"\n",
"-ANN: Tidak memiliki memori karena memproses data berdasarkan hanya pada data yang dimasukkan.\n",
"\n",
"-CNN: Memori terbatas dibandingkan dengan RNN, karena fokus pada konektivitas lokal dan pembagian bobot.\n",
"\n",
"-RNN: Memiliki kemampuan memori dengan memproses data masa lalu dan saat ini, membuat keputusan berdasarkan informasi historis."
]
},
{
"cell_type": "markdown",
"id": "1bb45d32",
"metadata": {},
"source": [
"B. hubungan antara Artificial Intelligence (AI), Machine Learning (ML), Neural Networks (NN), and Deep Learning (DL):\n",
"\n",
"1.Artificial Intelligence (AI) is the broader concept of machines being able to carry out tasks in a way that we would consider \"smart\".\n",
"\n",
"2.Machine Learning (ML) is a subset of AI that provides systems the ability to automatically learn and improve from experience without being explicitly programmed.\n",
"\n",
"3.Neural Networks (NN) are a class of algorithms within machine learning that are inspired by the structure and function of the brain.\n",
"\n",
"4.Deep Learning (DL) is a subset of machine learning where artificial neural networks with multiple layers learn representations of data ."
]
},
{
"cell_type": "markdown",
"id": "b0531d65",
"metadata": {},
"source": [
"## SLIDE 10b "
]
},
{
"cell_type": "markdown",
"id": "7ca19bdc",
"metadata": {},
"source": [
"1.Using available online tools, draw a NN architecture schematic with 8 nodes in input layer, 5 nodes in 1st hidden layer, 10 nodes in 2nd hidden layers, 3 nodes in 3rd hidden layer, and 2 nodes in output layer. (Hint: NN-SVG)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "0a486c5b",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('D:\\\\SEMESTER 6 SIBER\\\\DATA SAINS\\\\Nerdy.png')"
]
},
{
"cell_type": "markdown",
"id": "81a8487f",
"metadata": {},
"source": [
"2.Try to find value of matricex, or the knowledge, so that the hyperplane not \\ but / or even | or ---."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8bec48b1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('D:\\\\SEMESTER 6 SIBER\\\\DATA SAINS\\\\Nerdy 2.png')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b25b33f6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('D:\\\\SEMESTER 6 SIBER\\\\DATA SAINS\\\\Nerdy 3.png')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "68d415fa",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('D:\\\\SEMESTER 6 SIBER\\\\DATA SAINS\\\\Nerdy 4.png')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e34a55e2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('D:\\\\SEMESTER 6 SIBER\\\\DATA SAINS\\\\Nerdy 5.png')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1aa8eb5d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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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('D:\\\\SEMESTER 6 SIBER\\\\DATA SAINS\\\\Nerdy 6.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "47857c93",
"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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