2026实测：专业降AIGC网站首选方案
2026/6/14 8:06:03
（运行视频：股票智能预测系统（Python代码，可以自主选择预测模型，很容易替换为其它数据集或增加模型）_哔哩哔哩_bilibili）
1.数据集（开始时间：2015-05-27点，截止时间：2020-05-22 ）
美股苹果公司股票
| date | close | high | low | open | volume |
| 2015-05-27 00:00:00+00:00 | 132.045 | 132.26 | 130.05 | 130.34 | 45833246 |
| 2015-05-28 00:00:00+00:00 | 131.78 | 131.95 | 131.1 | 131.86 | 30733309 |
| 2015-05-29 00:00:00+00:00 | 130.28 | 131.45 | 129.9 | 131.23 | 50884452 |
| 2015-06-01 00:00:00+00:00 | 130.535 | 131.39 | 130.05 | 131.2 | 32112797 |
| 2015-06-02 00:00:00+00:00 | 129.96 | 130.655 | 129.32 | 129.86 | 33667627 |
| 2015-06-03 00:00:00+00:00 | 130.12 | 130.94 | 129.9 | 130.66 | 30983542 |
| 2015-06-04 00:00:00+00:00 | 129.36 | 130.58 | 128.91 | 129.58 | 38450118 |
| 2015-06-05 00:00:00+00:00 | 128.65 | 129.69 | 128.36 | 129.5 | 35626800 |
| 2015-06-08 00:00:00+00:00 | 127.8 | 129.21 | 126.83 | 128.9 | 52674786 |
| 2015-06-09 00:00:00+00:00 | 127.42 | 128.08 | 125.62 | 126.7 | 56075420 |
| 2015-06-10 00:00:00+00:00 | 128.88 | 129.34 | 127.85 | 127.92 | 39087250 |
| 2015-06-11 00:00:00+00:00 | 128.59 | 130.18 | 128.475 | 129.18 | 35390887 |
| 2015-06-12 00:00:00+00:00 | 127.17 | 128.33 | 127.11 | 128.185 | 36886246 |
| 2015-06-15 00:00:00+00:00 | 126.92 | 127.24 | 125.71 | 126.1 | 43988946 |
| 2015-06-16 00:00:00+00:00 | 127.6 | 127.85 | 126.37 | 127.03 | 31494131 |
| 2015-06-17 00:00:00+00:00 | 127.3 | 127.88 | 126.74 | 127.72 | 32918071 |
| 2015-06-18 00:00:00+00:00 | 127.88 | 128.31 | 127.22 | 127.23 | 35407220 |
| 2015-06-19 00:00:00+00:00 | 126.6 | 127.82 | 126.4 | 127.71 | 54716887 |
| 2015-06-22 00:00:00+00:00 | 127.61 | 128.06 | 127.08 | 127.49 | 34039345 |
| 2015-06-23 00:00:00+00:00 | 127.03 | 127.61 | 126.8792 | 127.48 | 30268863 |
| 2015-06-24 00:00:00+00:00 | 128.11 | 129.8 | 127.12 | 127.21 | 55280855 |
| 2015-06-25 00:00:00+00:00 | 127.5 | 129.2 | 127.5 | 128.86 | 31938100 |
| 2015-06-26 00:00:00+00:00 | 126.75 | 127.99 | 126.51 | 127.67 | 44066841 |
| 2015-06-29 00:00:00+00:00 | 124.53 | 126.47 | 124.48 | 125.46 | 49161427 |
| 2015-06-30 00:00:00+00:00 | 125.425 | 126.12 | 124.86 | 125.57 | 44370682 |
截止时间：
| 2020-05-01 00:00:00+00:00 | 289.07 | 299 | 285.85 | 286.25 | 60154175 |
| 2020-05-04 00:00:00+00:00 | 293.16 | 293.69 | 286.3172 | 289.17 | 33391986 |
| 2020-05-05 00:00:00+00:00 | 297.56 | 301 | 294.46 | 295.06 | 36937795 |
| 2020-05-06 00:00:00+00:00 | 300.63 | 303.24 | 298.87 | 300.46 | 35583438 |
| 2020-05-07 00:00:00+00:00 | 303.74 | 305.17 | 301.97 | 303.22 | 28803764 |
| 2020-05-08 00:00:00+00:00 | 310.13 | 310.35 | 304.29 | 305.64 | 33511985 |
| 2020-05-11 00:00:00+00:00 | 315.01 | 317.05 | 307.24 | 308.1 | 36486561 |
| 2020-05-12 00:00:00+00:00 | 311.41 | 319.688 | 310.91 | 317.83 | 40575263 |
| 2020-05-13 00:00:00+00:00 | 307.65 | 315.95 | 303.21 | 312.15 | 50155639 |
| 2020-05-14 00:00:00+00:00 | 309.54 | 309.79 | 301.53 | 304.51 | 39732269 |
| 2020-05-15 00:00:00+00:00 | 307.71 | 307.9 | 300.21 | 300.35 | 41587094 |
| 2020-05-18 00:00:00+00:00 | 314.96 | 316.5 | 310.3241 | 313.17 | 33843125 |
| 2020-05-19 00:00:00+00:00 | 313.14 | 318.52 | 313.01 | 315.03 | 25432385 |
| 2020-05-20 00:00:00+00:00 | 319.23 | 319.52 | 316.2 | 316.68 | 27876215 |
| 2020-05-21 00:00:00+00:00 | 316.85 | 320.89 | 315.87 | 318.66 | 25672211 |
| 2020-05-22 00:00:00+00:00 | 318.89 | 319.23 | 315.35 | 315.77 | 20450754 |
2.特征输入为前五天的收盘价格，标签是第六天的收盘价格（很容易替换输入特征为五个或多个的其它数据集）
模型有RNN、LSTM和CNN-LSTM模型，三个均被调整到各自最优结构,其它模型也很容易被加进去，已经留了增加其它模型的位置
3.效果
RNN模型
LSTM模型
CNN-LSTM模型