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Add Malicious Webpage Detection Example #976
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Add Malicious Webpage Detection Example by PaddleNLP
TCChenlong
reviewed
May 13, 2021
| "source": [ | ||
| "# 使用LSTM的恶意网页识别\n", | ||
| "\n", | ||
| "**作者:** [PaddlePaddle](https://github.com/PaddlePaddle) <br>\n", |
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作者这里写自己的github名字和链接 感谢大家的贡献~
| "source": [ | ||
| "## 三、网络搭建\n", | ||
| "\n", | ||
| "### 3.1 构造dataloder\n", |
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dataloder -> DataLoader
| "import paddlenlp\n", | ||
| "import paddle.nn as nn\n", | ||
| "import paddle.nn.functional as F\n", | ||
| "import paddlenlp as ppnlp\n", |
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不推荐这么用，还是 paddlenlp 就好~
| }, | ||
| "outputs": [], | ||
| "source": [ | ||
| "!pip install lxml -i https://mirror.baidu.com/pypi/simple/\r\n", |
| }, | ||
| "outputs": [], | ||
| "source": [ | ||
| "class SelfDefinedDataset(paddle.io.Dataset):\n", |
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PaddleNLP自定义数据集有多种方式，可参考：https://paddlenlp.readthedocs.io/zh/latest/data_prepare/dataset_self_defined.html
当然，这里的自定义也没问题～
TCChenlong
reviewed
Jun 2, 2021
| "然后接一个线性变换层，完成二分类任务。\n", | ||
| "\n", | ||
| "- `paddle.nn.Embedding`组建word-embedding层\n", | ||
| "- `ppnlp.seq2vec.LSTMEncoder`组建句子建模层\n", |
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这里也需要改一下: ppnlp -> paddlenlp
| " padding_idx=padding_idx)\n", | ||
| "\n", | ||
| " # 将word embedding经过LSTMEncoder变换到文本语义表征空间中\n", | ||
| " self.lstm_encoder = ppnlp.seq2vec.LSTMEncoder(\n", |
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这里也需要改一下: ppnlp -> paddlenlp
TCChenlong
reviewed
Jun 4, 2021
| "# 提取全部被黑页面样本\r\n", | ||
| "d_page = tempdf[tempdf['flag']=='d']\r\n", | ||
| "# 合并样本\r\n", | ||
| "train_page = pd.concat([n_page,d_page],axis=0)\r\n", |
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Add Malicious Webpage Detection Example by PaddleNLP