Unity 机器学习代理工具包 (ML-Agents) 是一个开源项目,它使游戏和模拟能够作为训练智能代理的环境。
您最多选择25个主题 主题必须以中文或者字母或数字开头,可以包含连字符 (-),并且长度不得超过35个字符
 
 
 
 
 

112 行
162 KiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from sklearn.datasets import load_digits\n",
"from scipy.spatial.distance import pdist\n",
"from sklearn.manifold.t_sne import _joint_probabilities\n",
"from scipy import linalg\n",
"from sklearn.metrics import pairwise_distances\n",
"from scipy.spatial.distance import squareform\n",
"from sklearn.manifold import TSNE\n",
"from matplotlib import pyplot as plt\n",
"import seaborn as sns\n",
"sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
"palette = sns.color_palette(\"bright\", 10)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"X, y = load_digits(return_X_y=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"tsne = TSNE()\n",
"X_embedded = tsne.fit_transform(X)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7ff620c4ab50>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(X_embedded[:,0], X_embedded[:,1], hue=y, legend='full', palette=palette)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"MACHINE_EPSILON = np.finfo(np.double).eps\n",
"n_components = 2\n",
"perplexity = 30"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "mlagents-env",
"language": "python",
"name": "mlagents-env"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}