diff --git a/4_logistic_regression/1-Least_squares.ipynb b/4_logistic_regression/1-Least_squares.ipynb index e69b769..00e957d 100644 --- a/4_logistic_regression/1-Least_squares.ipynb +++ b/4_logistic_regression/1-Least_squares.ipynb @@ -41,7 +41,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -131,12 +131,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "a = 2.985262, b = 3.577796\n" + "a = 2.951846, b = 4.837623\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -251,16 +251,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch 0: loss = 961.232595, a = 3.042831, b = 1.277951\n", - "epoch 100: loss = 780.212993, a = 3.110374, b = 3.224871\n", - "epoch 200: loss = 797.359161, a = 2.879130, b = 3.475558\n", - "epoch 300: loss = 845.492885, a = 2.799842, b = 3.518333\n", - "epoch 400: loss = 835.064012, a = 2.813343, b = 3.517065\n" + "epoch 0: loss = 821.866782, a = 3.383589, b = 1.395455\n", + "epoch 100: loss = 694.178445, a = 3.058880, b = 4.323617\n", + "epoch 200: loss = 707.108900, a = 2.868004, b = 4.733422\n", + "epoch 300: loss = 694.373048, a = 2.908494, b = 4.808539\n", + "epoch 400: loss = 693.019312, a = 2.916707, b = 4.817341\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -1439,24 +1439,24 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "epoch 0: loss = 2.59199e+07, a = -4.03101, b = 7.0103, c = 4.32798\n", - "epoch 500: loss = 1.03254e+06, a = -31.3488, b = 241.561, c = 424.128\n", - "epoch 1000: loss = 344061, a = -26.488, b = 176.47, c = 585.509\n", - "epoch 1500: loss = 120771, a = -23.7191, b = 139.394, c = 677.407\n", - "epoch 2000: loss = 48363.3, a = -22.1423, b = 118.28, c = 729.741\n", - "epoch 2500: loss = 24884.4, a = -21.2443, b = 106.257, c = 759.543\n" + "epoch 0: loss = 2.45413e+07, a = -3.07866, b = 6.90614, c = 4.30938\n", + "epoch 500: loss = 1.14068e+06, a = -28.6118, b = 222.36, c = 434.835\n", + "epoch 1000: loss = 399358, a = -23.4814, b = 153.657, c = 605.164\n", + "epoch 1500: loss = 165221, a = -20.5589, b = 114.526, c = 702.159\n", + "epoch 2000: loss = 92877.7, a = -18.8947, b = 92.2414, c = 757.394\n", + "epoch 2500: loss = 71458.8, a = -17.9469, b = 79.5512, c = 788.849\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1506,7 +1506,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1515,12 +1515,12 @@ "text": [ "X: (100, 1)\n", "Y: (100, 1)\n", - "a = 2.825254, b = 5.366227\n" + "a = 2.743186, b = 4.076122\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1573,7 +1573,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1582,7 +1582,7 @@ "array([800., 90., -20.])" ] }, - "execution_count": 8, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } diff --git a/4_logistic_regression/2-Logistic_regression.ipynb b/4_logistic_regression/2-Logistic_regression.ipynb index 497cdea..dd31b7e 100644 --- a/4_logistic_regression/2-Logistic_regression.ipynb +++ b/4_logistic_regression/2-Logistic_regression.ipynb @@ -336,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -417,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -464,16 +464,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, @@ -510,16 +510,16 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -554,7 +554,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -562,8 +562,8 @@ "output_type": "stream", "text": [ "(1797, 64)\n", - "accuracy train = 1.000000, accuracy_test = 0.905556\n", - "score_train = 1.000000, score_test = 0.905556\n" + "accuracy train = 0.995825, accuracy_test = 0.961111\n", + "score_train = 0.995825, score_test = 0.961111\n" ] }, { @@ -593,7 +593,7 @@ "digits, dig_label = load_digits(return_X_y=True)\n", "print(digits.shape)\n", "\n", - "feature_trans = False\n", + "feature_trans = True\n", "if feature_trans:\n", " iso = Isomap(n_neighbors=5, n_components=8)\n", " digits = iso.fit_transform(digits)\n", @@ -629,12 +629,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] diff --git a/CourseIntroduction.pdf b/CourseIntroduction.pdf index b7f08d9..ae3fb94 100644 Binary files a/CourseIntroduction.pdf and b/CourseIntroduction.pdf differ diff --git a/README.md b/README.md index 34e4765..477fb57 100644 --- a/README.md +++ b/README.md @@ -2,13 +2,13 @@ 机器学习越来越多应用到飞行器、机器人等领域,其目的是利用计算机实现类似人类的智能,从而实现装备的智能化与无人化。本课程旨在引导学生掌握机器学习的基本知识、典型方法与技术,通过具体的应用案例激发学生对该学科的兴趣,鼓励学生能够从人工智能的角度来分析、解决飞行器、机器人所面临的问题和挑战。本课程主要内容包括Python编程基础,机器学习模型,无监督学习、监督学习、深度学习基础知识与实现,并学习如何利用机器学习解决实际问题,从而全面提升自我的[《综合能力》](Targets.md)。 -由于**本课程需要大量的编程练习才能取得比较好的学习效果**,因此需要认真去完成[《机器学习-作业和报告》](https://gitee.com/pi-lab/machinelearning_homework),写作业的过程可以查阅网上的资料,但是不能直接照抄,需要自己独立思考并独立写出代码。本教程的Python等运行环境的安装说明请参考[《Python环境安装》](references_tips/InstallPython.md)。 +由于**本课程需要大量的编程练习才能取得比较好的学习效果**,因此需要认真去完成[《机器学习与人工智能-作业和报告》](https://gitee.com/pi-lab/machinelearning_homework),写作业的过程可以查阅网上的资料,但是不能直接照抄,需要自己独立思考并独立写出代码。本教程的Python等运行环境的安装说明请参考[《Python环境安装》](references_tips/InstallPython.md)。 -为了让大家更好的自学本课程,课程讲座的视频在[《B站 - 机器学习》](https://www.bilibili.com/video/BV1oZ4y1N7ei/),欢迎大家观看学习。 +为了让大家更好的自学本课程,课程讲座的视频在[《B站 - 机器学习与人工智能》](https://www.bilibili.com/video/BV1oZ4y1N7ei/),欢迎大家观看学习。 -![Machine Learning Cover](images/machine_learning_1.png) +![Machine Learning Cover](images/machine_learning_1.jpg) ## 1. 内容 diff --git a/images/machine_learning_1.jpg b/images/machine_learning_1.jpg new file mode 100644 index 0000000..c0ff448 Binary files /dev/null and b/images/machine_learning_1.jpg differ diff --git a/images/machine_learning_1.png b/images/machine_learning_1.png index 0f11705..43b1d81 100644 Binary files a/images/machine_learning_1.png and b/images/machine_learning_1.png differ