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@charlesmana
Created April 22, 2024 04:40
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{
"cells": [
{
"cell_type": "markdown",
"id": "ecdce678",
"metadata": {},
"source": [
"# Tugas 10"
]
},
{
"cell_type": "markdown",
"id": "603fd620",
"metadata": {},
"source": [
"## No.1a"
]
},
{
"cell_type": "markdown",
"id": "400ade42",
"metadata": {},
"source": [
"### Artificial Neural Network \n",
"meupakan salah satu metode dari deep learning. dalam metode ANN mengadaptasi cara kerja otak manusia yang tersusun dari jaringan saraf atau yang dikenal dengan neuron. mesin yang ada pada jaringan ANN akan menerima informasi dari nodes (informasi pada titik-titik) yang terkumpul pada satu layer dan akan diteruskan pada layar selanjutnya hidden layer. ANN ini memiliki kemampuan yang luar biasa untuk mendapatkan informasi dari data yang rumit atau tidak tepat sehingga permasalahan yang tidak terstruktur dan sulit didefinisikan dapat diatasi.\n",
"### Convolutional Neural netowork\n",
"metode ini dapat dikatakan telah lebih canggih jika dibanding dengan ANN. perbedaan yang cukup mencolok antara ANN dan CNN adalah pada ANN setiap node nya terpisah satu sama lain sedangkan pada CNN node-node yang ada tersebut saling berhubungan. hal ini membuat CNN menjadi lebih hemat daya dalam komputasi jika dibandingkan dengan ANN. penggunaan CNN memberikan beberapa keuntungan diantaranya memiliki akurasi yang sangat tinggi dalam masalah pengenalan gambar. selain itu juga CNN dapat mempelajari filter secara otomatis tanpa menyebutkan secara eksplisit.\n",
"### Reccurent Neural Network\n",
"merupakan jenis algoritma deep learning yang memiliki koneksi yang bisa membentuk siklus terarah. siklus inilah yang memungkinkan output dari LSTM untuk kemudian diumpankan sebagai input ke fase baru. setelah output dari LSTM menjadi teks gambar, analisis deret waktu, NLP, pengenalan tulisan tangan dan mesin translasi. salah satu kelebihan dari RNN adalah mereka menangkap setiap informasi yang ada dalam data input secara sekuensial dan RNN juga dapat digunakan dengan lapisan convolutional untuk memperluas lingkungan piksel yang efektif."
]
},
{
"cell_type": "markdown",
"id": "50acdee3",
"metadata": {},
"source": [
"## No.1b"
]
},
{
"cell_type": "markdown",
"id": "8e8d27b1",
"metadata": {},
"source": [
"hubungan antara artificial intelligence (AI), machine learning (ML), neural network (NN), dan deep learning (DL) dapat dijelaskan sebagai berikut :"
]
},
{
"cell_type": "markdown",
"id": "10db4ef2",
"metadata": {},
"source": [
"### Artificial Intelligence (AI)"
]
},
{
"cell_type": "markdown",
"id": "237fa59f",
"metadata": {},
"source": [
"- AI adalah cabang ilmu komputer yang bertujuan untuk menciptakan mesin yang dapat melakukan tugas yang membutuhkan kecerdasan manusia.\n",
"- AI mencakup berbagai teknik dan pendekatan untuk membuat sistem yang dapat belajar, merencanakan, memecahkan masalah, dan beradaptasi."
]
},
{
"cell_type": "markdown",
"id": "225a1d97",
"metadata": {},
"source": [
"### Machine Learning (ML)"
]
},
{
"cell_type": "markdown",
"id": "291deb23",
"metadata": {},
"source": [
"- ML adalah subbidang dari AI yang fokus pada pengembangan sistem yang dapat belajar dari data.\n",
"- Sistem ML menggunakan algoritma untuk mengidentifikasi pola dalam data dan membuat keputusan tanpa perlu diprogram secara eksplisit."
]
},
{
"cell_type": "markdown",
"id": "df1b8957",
"metadata": {},
"source": [
"### Neural Network (NN)"
]
},
{
"cell_type": "markdown",
"id": "60003ff5",
"metadata": {},
"source": [
"- Neural network adalah model komputasi yang terinspirasi oleh struktur jaringan saraf otak manusia.\n",
"- NN terdiri dari neuron buatan yang terhubung dalam lapisan-lapisan dan digunakan untuk memodelkan hubungan kompleks antara input dan output."
]
},
{
"cell_type": "markdown",
"id": "f2682092",
"metadata": {},
"source": [
"### Deep Learning"
]
},
{
"cell_type": "markdown",
"id": "fad4b882",
"metadata": {},
"source": [
"- Deep learning adalah subbidang dari ML yang menggunakan neural network dengan banyak lapisan (deep neural network) untuk mempelajari representasi data yang semakin kompleks.\n",
"- DL telah menghasilkan kemajuan signifikan dalam berbagai tugas AI, seperti pengenalan wajah, pengenalan suara, dan pengenalan bahasa alami."
]
},
{
"cell_type": "markdown",
"id": "b5787336",
"metadata": {},
"source": [
" AI adalah bidang yang lebih luas yang mencakup ML sebagai salah satu pendekatannya. ML menggunakan teknik seperti neural network untuk mempelajari pola dalam data, sedangkan DL adalah cabang khusus dari ML yang menggunakan neural network dengan banyak lapisan untuk memodelkan data yang kompleks. Dengan adanya hubungan ini, teknologi AI terus berkembang dan memberikan kontribusi besar dalam berbagai bidang aplikasi."
]
},
{
"cell_type": "markdown",
"id": "84d4baaa",
"metadata": {},
"source": [
"## No.2a"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "1eb94d22",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x2a6358b0b90>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"gambar = plt.imread('ds1.png')\n",
"plt.imshow(gambar)"
]
},
{
"cell_type": "markdown",
"id": "a440c8d9",
"metadata": {},
"source": [
"## No.2b"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "e5feea08",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x2a63a0bebd0>"
]
},
"execution_count": 15,
"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('ds2.png')\n",
"plt.imshow(gambar)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "110214e1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x2a63a0e1010>"
]
},
"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('ds3.png')\n",
"plt.imshow(gambar)"
]
},
{
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"id": "f7cff331",
"metadata": {},
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}
],
"metadata": {
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},
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