diff --git a/5_nn/3-softmax_ce.ipynb b/5_nn/3-softmax_ce.ipynb index 6650f49..298c5f0 100644 --- a/5_nn/3-softmax_ce.ipynb +++ b/5_nn/3-softmax_ce.ipynb @@ -83,7 +83,7 @@ "\n", "其中$W_{ij}$是第$i$个神经元的第$j$个权重,$b$是偏置。$z_i$表示该网络的第$i$个输出。\n", "\n", - "给这个输出加上一个softmax函数,那就变成了这样:\n", + "给这个输出加上一个softmax函数,那就变成了这样(FIXME: need sigmod):\n", "\n", "$$\n", "a_i = \\frac{e^{z_i}}{\\sum_k e^{z_k}}\n", diff --git a/6_pytorch/0_basic/1-Tensor-and-Variable.ipynb b/6_pytorch/0_basic/1-Tensor-and-Variable.ipynb index 31743ca..573ee0c 100644 --- a/6_pytorch/0_basic/1-Tensor-and-Variable.ipynb +++ b/6_pytorch/0_basic/1-Tensor-and-Variable.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -84,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -120,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -130,7 +130,7 @@ "\n", "# 第二种方式更简单,推荐使用\n", "gpu_tensor = torch.randn(10, 20).cuda(0) # 将 tensor 放到第一个 GPU 上\n", - "gpu_tensor = torch.randn(10, 20).cuda(1) # 将 tensor 放到第二个 GPU 上" + "gpu_tensor = torch.randn(10, 20).cuda(0) # 将 tensor 放到第二个 GPU 上" ] }, { @@ -151,10 +151,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 9, + "metadata": {}, "outputs": [], "source": [ "cpu_tensor = gpu_tensor.cpu()" @@ -169,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -189,25 +187,27 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "torch.FloatTensor\n" + "torch.FloatTensor\n", + "torch.cuda.FloatTensor\n" ] } ], "source": [ "# 得到 tensor 的数据类型\n", - "print(pytorch_tensor1.type())" + "print(pytorch_tensor1.type())\n", + "print(gpu_tensor.type())" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -225,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -290,29 +290,27 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - " 1 1\n", - " 1 1\n", - "[torch.FloatTensor of size 2x2]\n", - "\n" + "tensor([[1., 1.],\n", + " [1., 1.],\n", + " [1., 1.]])\n" ] } ], "source": [ - "x = torch.ones(2, 2)\n", + "x = torch.ones(3, 2)\n", "print(x) # 这是一个float tensor" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -329,18 +327,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - " 1 1\n", - " 1 1\n", - "[torch.LongTensor of size 2x2]\n", - "\n" + "tensor([[1, 1],\n", + " [1, 1],\n", + " [1, 1]])\n" ] } ], @@ -353,18 +349,16 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - " 1 1\n", - " 1 1\n", - "[torch.FloatTensor of size 2x2]\n", - "\n" + "tensor([[1., 1.],\n", + " [1., 1.],\n", + " [1., 1.]])\n" ] } ], @@ -377,20 +371,17 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "-0.8203 -0.0328 1.8283\n", - "-0.1734 -0.1873 0.9818\n", - "-1.8368 -2.2450 -0.4410\n", - "-0.8005 -2.1132 0.7140\n", - "[torch.FloatTensor of size 4x3]\n", - "\n" + "tensor([[-1.8509, 0.5228, -1.3782],\n", + " [ 0.9726, 1.7519, -0.3425],\n", + " [-0.0131, 2.1198, -1.1388],\n", + " [ 0.2897, 1.2477, -0.2862]])\n" ] } ], @@ -401,10 +392,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, + "execution_count": 21, + "metadata": {}, "outputs": [], "source": [ "# 沿着行取最大值\n", @@ -413,21 +402,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "\n", - " 1.8283\n", - " 0.9818\n", - "-0.4410\n", - " 0.7140\n", - "[torch.FloatTensor of size 4]" + "tensor([0.5228, 1.7519, 2.1198, 1.2477])" ] }, - "execution_count": 15, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -439,21 +423,16 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "\n", - " 2\n", - " 2\n", - " 2\n", - " 2\n", - "[torch.LongTensor of size 4]" + "tensor([1, 1, 1, 1])" ] }, - "execution_count": 16, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -465,20 +444,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - " 0.9751\n", - " 0.6212\n", - "-4.5228\n", - "-2.1997\n", - "[torch.FloatTensor of size 4]\n", - "\n" + "tensor([-2.7063, 2.3820, 0.9679, 1.2512])\n" ] } ], @@ -490,15 +463,19 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "torch.Size([4, 3])\n", - "torch.Size([1, 4, 3])\n" + "torch.Size([1, 1, 1, 4, 3])\n", + "torch.Size([1, 1, 1, 1, 4, 3])\n", + "tensor([[[[[[-1.8509, 0.5228, -1.3782],\n", + " [ 0.9726, 1.7519, -0.3425],\n", + " [-0.0131, 2.1198, -1.1388],\n", + " [ 0.2897, 1.2477, -0.2862]]]]]])\n" ] } ], @@ -506,7 +483,8 @@ "# 增加维度或者减少维度\n", "print(x.shape)\n", "x = x.unsqueeze(0) # 在第一维增加\n", - "print(x.shape)" + "print(x.shape)\n", + "print(x)" ] }, { @@ -529,25 +507,30 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "torch.Size([1, 4, 3])\n" + "torch.Size([4, 3])\n", + "tensor([[-1.8509, 0.5228, -1.3782],\n", + " [ 0.9726, 1.7519, -0.3425],\n", + " [-0.0131, 2.1198, -1.1388],\n", + " [ 0.2897, 1.2477, -0.2862]])\n" ] } ], "source": [ "x = x.squeeze(0) # 减少第一维\n", - "print(x.shape)" + "print(x.shape)\n", + "print(x)" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -565,7 +548,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -592,7 +575,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -619,10 +602,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": true - }, + "execution_count": 48, + "metadata": {}, "outputs": [], "source": [ "x = torch.randn(3, 4)\n", @@ -642,7 +623,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -670,11 +651,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[1., 1., 1.],\n", + " [1., 1., 1.],\n", + " [1., 1., 1.]])\n", + "tensor([[2., 2., 2.],\n", + " [2., 2., 2.],\n", + " [2., 2., 2.]])\n" + ] + } + ], "source": [ "x = torch.ones(3, 3)\n", "y = torch.ones(3, 3)\n", @@ -745,7 +737,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -755,7 +747,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -769,10 +761,8 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": true - }, + "execution_count": 53, + "metadata": {}, "outputs": [], "source": [ "z = torch.sum(x + y)" @@ -780,18 +770,15 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "-2.1379\n", - "[torch.FloatTensor of size 1]\n", - "\n", - "\n" + "tensor(-6.3913)\n", + "\n" ] } ], @@ -809,39 +796,33 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Variable containing:\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - "[torch.FloatTensor of size 10x5]\n", - "\n", - "Variable containing:\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - " 1 1 1 1 1\n", - "[torch.FloatTensor of size 10x5]\n", - "\n" + "tensor([[1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.]])\n", + "tensor([[1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.],\n", + " [1., 1., 1., 1., 1.]])\n" ] } ], @@ -882,7 +863,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -911,7 +892,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 57, "metadata": {}, "outputs": [ { diff --git a/6_pytorch/0_basic/2-autograd.ipynb b/6_pytorch/0_basic/2-autograd.ipynb index 8a0e1ec..164cb23 100644 --- a/6_pytorch/0_basic/2-autograd.ipynb +++ b/6_pytorch/0_basic/2-autograd.ipynb @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -92,47 +92,59 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([[-1.5318, 1.5200, -2.1316, -1.3238, 1.0080, -1.0832, -0.2814, -1.0486,\n", - " 1.0807, -2.2865, 0.6545, -0.3595, 0.4229, -0.9194, 0.1690, -0.3241,\n", - " 1.8970, -0.8979, -0.7827, 0.3879],\n", - " [ 0.1404, -0.8016, 0.1156, -0.8397, -1.8886, 1.1072, -1.0186, 0.2249,\n", - " 0.5631, 0.4391, 0.7887, -2.3255, -0.4185, 0.6559, 0.7622, 1.6883,\n", - " -1.4147, 0.2579, -0.6177, 0.2172],\n", - " [-0.4866, -0.0322, -1.2484, 1.1913, -0.6569, 0.0810, 0.2491, -0.1258,\n", - " 2.5903, -0.8370, -0.0554, 1.2174, 0.4059, -1.0759, 0.6649, 0.1642,\n", - " -0.3512, -0.7695, 1.1469, -0.3409],\n", - " [ 1.8789, -1.6553, -0.7401, -0.3198, -0.1010, -0.5512, -0.4792, -0.2891,\n", - " -0.2655, -0.8132, 0.7210, 1.0885, -0.9557, -0.4472, -1.5340, 0.8093,\n", - " 0.9349, 0.8352, -0.0774, -0.1728],\n", - " [-0.3424, 0.1938, -2.4253, -0.0229, 0.3132, -0.7731, 0.8481, -1.3002,\n", - " -0.1595, -0.0364, -1.5733, 0.8882, 0.1909, -0.1404, -1.5673, -1.1809,\n", - " -0.7169, 0.7074, 0.3337, -1.0738],\n", - " [-0.0501, 1.6210, 0.6854, 0.2216, 0.3034, -1.2762, -0.6216, 1.4884,\n", - " 0.6078, 2.1512, -0.7141, 0.4110, -0.8187, 0.9474, -0.5978, -0.2679,\n", - " 1.5315, -2.1550, 2.0969, -1.7669],\n", - " [ 1.4505, -0.9497, 2.0269, -1.6402, -0.0047, -0.2716, -0.2727, 0.6795,\n", - " -0.7367, -0.3248, -0.5312, 0.0887, -1.4303, -0.8390, 1.5324, 0.3761,\n", - " -0.4658, -0.2044, 0.3050, -0.2756],\n", - " [ 0.3265, -0.2513, 1.1441, 0.3805, -1.3629, -1.3120, -1.8571, 0.1180,\n", - " 0.7466, -0.2654, -0.2154, 1.0603, -0.4113, -2.5965, 1.0736, 1.1610,\n", - " 0.8165, 1.5916, 1.5556, 0.3078],\n", - " [-0.4417, 0.1656, -2.1743, -0.1148, -1.2795, 1.0212, -0.7035, -0.8234,\n", - " 0.3010, -1.0891, -1.0676, 0.8385, -0.2886, -1.1881, 0.5097, -0.5097,\n", - " -1.7893, 0.0494, -0.0162, 1.5170],\n", - " [-0.6435, -1.8376, 1.0022, -0.0397, 0.7187, -0.0661, -0.8528, 1.3248,\n", - " -0.2566, -2.2886, 0.8728, -0.7152, 1.6180, 0.8416, 0.2788, 0.5515,\n", - " -0.1266, -1.0025, 0.1767, -0.4987]], requires_grad=True)\n" + "tensor([[ 5.7436e-01, -8.5241e-01, 2.2845e+00, 3.6574e-01, 1.4336e+00,\n", + " 6.2769e-01, -2.4378e-01, 2.3407e+00, 3.8966e-01, 1.1835e+00,\n", + " -6.4391e-01, 9.1353e-01, -5.8734e-01, -1.9392e+00, 9.3507e-01,\n", + " 8.8518e-02, 7.2412e-01, -1.0687e+00, -6.7646e-01, 1.2672e+00],\n", + " [ 7.2998e-01, 2.0229e+00, -5.0831e-01, -6.3940e-01, -8.7033e-01,\n", + " 2.7687e-01, 6.3498e-01, -1.8736e-03, -8.4395e-01, 1.4696e+00,\n", + " -1.7850e+00, -4.5297e-01, 9.2144e-01, 8.5070e-02, -5.8926e-01,\n", + " 1.2085e+00, -9.7894e-01, -3.4309e-01, -2.4711e-02, -6.4475e-01],\n", + " [-2.8774e-01, 1.2039e+00, -5.2320e-01, 1.3787e-01, 3.9971e-02,\n", + " -5.6454e-01, -1.5835e+00, -2.0742e-01, -1.4274e+00, -3.7860e-01,\n", + " 6.2642e-01, 1.6408e+00, -1.1916e-01, 1.4388e-01, -9.5261e-01,\n", + " 4.0784e-01, 8.1715e-01, 3.9228e-01, 4.1611e-01, -3.3709e-01],\n", + " [ 3.3040e-01, 1.7915e-01, -5.7069e-02, 1.1144e+00, -1.0322e+00,\n", + " 9.9129e-01, 1.1692e+00, 7.9638e-01, -1.0943e-01, 8.2714e-01,\n", + " -1.5700e-01, -5.6686e-01, -1.9550e-01, -1.2263e+00, 1.7836e+00,\n", + " 9.1989e-01, -6.4577e-01, 9.5402e-01, -8.6525e-01, 3.9199e-01],\n", + " [-8.8085e-01, -6.3551e-03, 1.6959e+00, -7.5292e-02, -8.8929e-02,\n", + " 1.0209e+00, 8.9355e-01, -1.2029e+00, 1.9429e+00, -2.7024e-01,\n", + " -9.1289e-01, -1.3788e+00, -6.2695e-01, -6.5776e-01, 3.3640e-01,\n", + " -1.0473e-01, 9.9417e-01, 1.0128e+00, 2.4199e+00, 2.8859e-01],\n", + " [ 8.0469e-02, -1.6585e-01, -4.9862e-01, -5.5413e-01, -4.9307e-01,\n", + " -7.3808e-01, 1.3946e-02, 5.6282e-01, 9.1096e-01, -1.9281e-01,\n", + " -3.8546e-01, -1.4070e+00, 7.3520e-01, 1.7412e+00, 1.0770e+00,\n", + " 1.4837e+00, -7.4241e-01, -4.0977e-01, 1.1057e+00, -7.0222e-01],\n", + " [-2.3147e-01, -3.7781e-01, 1.0774e+00, -7.9918e-01, 1.8275e+00,\n", + " 7.6937e-01, -2.7600e-01, 1.0389e+00, 1.4457e+00, -1.2898e+00,\n", + " 1.2761e-03, 5.5406e-01, 1.8231e+00, -2.3874e-01, 1.2145e+00,\n", + " -2.1051e+00, -6.6464e-01, -8.5335e-01, -2.6258e-01, 8.0080e-01],\n", + " [ 4.2173e-01, 1.7040e-01, -3.0126e-01, -5.2095e-01, 5.5845e-01,\n", + " 5.9780e-01, -6.8320e-01, -5.2203e-01, 4.9485e-01, -8.2392e-01,\n", + " -1.7584e-01, -1.3862e+00, 1.3604e+00, -7.5567e-01, 3.1400e-01,\n", + " 1.8617e+00, -1.1887e+00, -3.1732e-01, -1.5062e-01, -1.7251e-01],\n", + " [ 1.0924e+00, 1.0899e+00, 5.7135e-01, -2.7047e-01, 1.1123e+00,\n", + " 9.3634e-01, -1.4739e+00, 5.3640e-01, -8.2090e-02, 3.3112e-02,\n", + " 6.6032e-01, 1.1448e+00, -4.2457e-01, 1.2898e+00, 3.9002e-01,\n", + " 2.7646e-01, 9.6717e-03, -1.7425e-01, -1.9732e-01, 9.7876e-01],\n", + " [ 4.4554e-01, 5.3807e-01, -2.2031e-02, 1.3198e+00, -1.1642e+00,\n", + " -6.6617e-01, -2.6982e-01, -1.0219e+00, 5.8154e-01, 1.7617e+00,\n", + " 3.3077e-01, 1.5238e+00, -5.8909e-01, 1.1373e+00, 1.0998e+00,\n", + " -1.8168e+00, -5.0699e-01, 4.0043e-01, -2.3226e+00, 7.2522e-02]],\n", + " requires_grad=True)\n" ] } ], "source": [ + "# FIXME: the demo need improve\n", "x = Variable(torch.randn(10, 20), requires_grad=True)\n", "y = Variable(torch.randn(10, 5), requires_grad=True)\n", "w = Variable(torch.randn(20, 5), requires_grad=True)\n", @@ -150,43 +162,43 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([[-0.0198, -0.0066, -0.0288, 0.0080, 0.0079, -0.0569, -0.0489, 0.0505,\n", - " 0.0132, -0.0072, -0.0024, 0.0400, 0.0691, -0.0273, 0.0124, 0.0104,\n", - " 0.0098, -0.0598, 0.0365, 0.0177],\n", - " [-0.0198, -0.0066, -0.0288, 0.0080, 0.0079, -0.0569, -0.0489, 0.0505,\n", - " 0.0132, -0.0072, -0.0024, 0.0400, 0.0691, -0.0273, 0.0124, 0.0104,\n", - " 0.0098, -0.0598, 0.0365, 0.0177],\n", - " [-0.0198, -0.0066, -0.0288, 0.0080, 0.0079, -0.0569, -0.0489, 0.0505,\n", - " 0.0132, -0.0072, -0.0024, 0.0400, 0.0691, -0.0273, 0.0124, 0.0104,\n", - " 0.0098, -0.0598, 0.0365, 0.0177],\n", - " [-0.0198, -0.0066, -0.0288, 0.0080, 0.0079, -0.0569, -0.0489, 0.0505,\n", - " 0.0132, -0.0072, -0.0024, 0.0400, 0.0691, -0.0273, 0.0124, 0.0104,\n", - " 0.0098, -0.0598, 0.0365, 0.0177],\n", - " [-0.0198, -0.0066, -0.0288, 0.0080, 0.0079, -0.0569, -0.0489, 0.0505,\n", - " 0.0132, -0.0072, -0.0024, 0.0400, 0.0691, -0.0273, 0.0124, 0.0104,\n", - " 0.0098, -0.0598, 0.0365, 0.0177],\n", - " [-0.0198, -0.0066, -0.0288, 0.0080, 0.0079, -0.0569, -0.0489, 0.0505,\n", - " 0.0132, -0.0072, -0.0024, 0.0400, 0.0691, -0.0273, 0.0124, 0.0104,\n", - " 0.0098, -0.0598, 0.0365, 0.0177],\n", - " [-0.0198, -0.0066, -0.0288, 0.0080, 0.0079, -0.0569, -0.0489, 0.0505,\n", - " 0.0132, -0.0072, -0.0024, 0.0400, 0.0691, -0.0273, 0.0124, 0.0104,\n", - " 0.0098, -0.0598, 0.0365, 0.0177],\n", - " [-0.0198, -0.0066, -0.0288, 0.0080, 0.0079, -0.0569, -0.0489, 0.0505,\n", - " 0.0132, -0.0072, -0.0024, 0.0400, 0.0691, -0.0273, 0.0124, 0.0104,\n", - " 0.0098, -0.0598, 0.0365, 0.0177],\n", - " [-0.0198, -0.0066, -0.0288, 0.0080, 0.0079, -0.0569, -0.0489, 0.0505,\n", - " 0.0132, -0.0072, -0.0024, 0.0400, 0.0691, -0.0273, 0.0124, 0.0104,\n", - " 0.0098, -0.0598, 0.0365, 0.0177],\n", - " [-0.0198, -0.0066, -0.0288, 0.0080, 0.0079, -0.0569, -0.0489, 0.0505,\n", - " 0.0132, -0.0072, -0.0024, 0.0400, 0.0691, -0.0273, 0.0124, 0.0104,\n", - " 0.0098, -0.0598, 0.0365, 0.0177]])\n" + "tensor([[ 0.0034, -0.0301, -0.0040, -0.0488, 0.0187, -0.0139, -0.0374, 0.0102,\n", + " 0.0337, -0.0249, -0.0777, -0.0868, 0.0132, 0.0042, -0.0627, -0.0448,\n", + " 0.0221, -0.0324, -0.0601, 0.0048],\n", + " [ 0.0034, -0.0301, -0.0040, -0.0488, 0.0187, -0.0139, -0.0374, 0.0102,\n", + " 0.0337, -0.0249, -0.0777, -0.0868, 0.0132, 0.0042, -0.0627, -0.0448,\n", + " 0.0221, -0.0324, -0.0601, 0.0048],\n", + " [ 0.0034, -0.0301, -0.0040, -0.0488, 0.0187, -0.0139, -0.0374, 0.0102,\n", + " 0.0337, -0.0249, -0.0777, -0.0868, 0.0132, 0.0042, -0.0627, -0.0448,\n", + " 0.0221, -0.0324, -0.0601, 0.0048],\n", + " [ 0.0034, -0.0301, -0.0040, -0.0488, 0.0187, -0.0139, -0.0374, 0.0102,\n", + " 0.0337, -0.0249, -0.0777, -0.0868, 0.0132, 0.0042, -0.0627, -0.0448,\n", + " 0.0221, -0.0324, -0.0601, 0.0048],\n", + " [ 0.0034, -0.0301, -0.0040, -0.0488, 0.0187, -0.0139, -0.0374, 0.0102,\n", + " 0.0337, -0.0249, -0.0777, -0.0868, 0.0132, 0.0042, -0.0627, -0.0448,\n", + " 0.0221, -0.0324, -0.0601, 0.0048],\n", + " [ 0.0034, -0.0301, -0.0040, -0.0488, 0.0187, -0.0139, -0.0374, 0.0102,\n", + " 0.0337, -0.0249, -0.0777, -0.0868, 0.0132, 0.0042, -0.0627, -0.0448,\n", + " 0.0221, -0.0324, -0.0601, 0.0048],\n", + " [ 0.0034, -0.0301, -0.0040, -0.0488, 0.0187, -0.0139, -0.0374, 0.0102,\n", + " 0.0337, -0.0249, -0.0777, -0.0868, 0.0132, 0.0042, -0.0627, -0.0448,\n", + " 0.0221, -0.0324, -0.0601, 0.0048],\n", + " [ 0.0034, -0.0301, -0.0040, -0.0488, 0.0187, -0.0139, -0.0374, 0.0102,\n", + " 0.0337, -0.0249, -0.0777, -0.0868, 0.0132, 0.0042, -0.0627, -0.0448,\n", + " 0.0221, -0.0324, -0.0601, 0.0048],\n", + " [ 0.0034, -0.0301, -0.0040, -0.0488, 0.0187, -0.0139, -0.0374, 0.0102,\n", + " 0.0337, -0.0249, -0.0777, -0.0868, 0.0132, 0.0042, -0.0627, -0.0448,\n", + " 0.0221, -0.0324, -0.0601, 0.0048],\n", + " [ 0.0034, -0.0301, -0.0040, -0.0488, 0.0187, -0.0139, -0.0374, 0.0102,\n", + " 0.0337, -0.0249, -0.0777, -0.0868, 0.0132, 0.0042, -0.0627, -0.0448,\n", + " 0.0221, -0.0324, -0.0601, 0.0048]])\n" ] } ], @@ -197,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -224,33 +236,33 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([[-0.0060, -0.0060, -0.0060, -0.0060, -0.0060],\n", - " [ 0.0405, 0.0405, 0.0405, 0.0405, 0.0405],\n", - " [ 0.0749, 0.0749, 0.0749, 0.0749, 0.0749],\n", - " [ 0.0502, 0.0502, 0.0502, 0.0502, 0.0502],\n", - " [ 0.0590, 0.0590, 0.0590, 0.0590, 0.0590],\n", - " [ 0.0625, 0.0625, 0.0625, 0.0625, 0.0625],\n", - " [ 0.0998, 0.0998, 0.0998, 0.0998, 0.0998],\n", - " [-0.0050, -0.0050, -0.0050, -0.0050, -0.0050],\n", - " [-0.0894, -0.0894, -0.0894, -0.0894, -0.0894],\n", - " [ 0.1070, 0.1070, 0.1070, 0.1070, 0.1070],\n", - " [ 0.0224, 0.0224, 0.0224, 0.0224, 0.0224],\n", - " [-0.0438, -0.0438, -0.0438, -0.0438, -0.0438],\n", - " [ 0.0337, 0.0337, 0.0337, 0.0337, 0.0337],\n", - " [ 0.0952, 0.0952, 0.0952, 0.0952, 0.0952],\n", - " [-0.0258, -0.0258, -0.0258, -0.0258, -0.0258],\n", - " [-0.0494, -0.0494, -0.0494, -0.0494, -0.0494],\n", - " [-0.0063, -0.0063, -0.0063, -0.0063, -0.0063],\n", - " [ 0.0318, 0.0318, 0.0318, 0.0318, 0.0318],\n", - " [-0.0824, -0.0824, -0.0824, -0.0824, -0.0824],\n", - " [ 0.0340, 0.0340, 0.0340, 0.0340, 0.0340]])\n" + "tensor([[ 0.0172, 0.0172, 0.0172, 0.0172, 0.0172],\n", + " [ 0.0389, 0.0389, 0.0389, 0.0389, 0.0389],\n", + " [-0.0748, -0.0748, -0.0748, -0.0748, -0.0748],\n", + " [-0.0186, -0.0186, -0.0186, -0.0186, -0.0186],\n", + " [ 0.0278, 0.0278, 0.0278, 0.0278, 0.0278],\n", + " [-0.0228, -0.0228, -0.0228, -0.0228, -0.0228],\n", + " [-0.0496, -0.0496, -0.0496, -0.0496, -0.0496],\n", + " [-0.0084, -0.0084, -0.0084, -0.0084, -0.0084],\n", + " [ 0.0693, 0.0693, 0.0693, 0.0693, 0.0693],\n", + " [-0.0821, -0.0821, -0.0821, -0.0821, -0.0821],\n", + " [ 0.0419, 0.0419, 0.0419, 0.0419, 0.0419],\n", + " [-0.0126, -0.0126, -0.0126, -0.0126, -0.0126],\n", + " [ 0.0322, 0.0322, 0.0322, 0.0322, 0.0322],\n", + " [ 0.0863, 0.0863, 0.0863, 0.0863, 0.0863],\n", + " [-0.0791, -0.0791, -0.0791, -0.0791, -0.0791],\n", + " [ 0.0179, 0.0179, 0.0179, 0.0179, 0.0179],\n", + " [-0.1109, -0.1109, -0.1109, -0.1109, -0.1109],\n", + " [-0.0188, -0.0188, -0.0188, -0.0188, -0.0188],\n", + " [-0.0636, -0.0636, -0.0636, -0.0636, -0.0636],\n", + " [ 0.0223, 0.0223, 0.0223, 0.0223, 0.0223]])\n" ] } ], @@ -283,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -304,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -362,7 +374,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -371,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -417,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -436,7 +448,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -445,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -462,7 +474,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -471,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -553,7 +565,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -577,7 +589,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -606,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -623,7 +635,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 32, "metadata": {}, "outputs": [ { diff --git a/6_pytorch/0_basic/3-dynamic-graph.ipynb b/6_pytorch/0_basic/3-dynamic-graph.ipynb index 69b304b..6c2079d 100644 --- a/6_pytorch/0_basic/3-dynamic-graph.ipynb +++ b/6_pytorch/0_basic/3-dynamic-graph.ipynb @@ -33,9 +33,21 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'tensorflow'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# tensorflow\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mtensorflow\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mfirst_counter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconstant\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0msecond_counter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconstant\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'tensorflow'" + ] + } + ], "source": [ "# tensorflow\n", "import tensorflow as tf\n", @@ -134,10 +146,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "# pytorch\n", @@ -148,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -159,21 +169,15 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - " 20\n", - "[torch.FloatTensor of size 1]\n", - "\n", - "\n", - " 20\n", - "[torch.FloatTensor of size 1]\n", - "\n" + "tensor([20.])\n", + "tensor([20.])\n" ] } ], @@ -208,7 +212,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/6_pytorch/1_NN/1-linear-regression-gradient-descend.ipynb b/6_pytorch/1_NN/1-linear-regression-gradient-descend.ipynb index f7c80f6..0529fae 100644 --- a/6_pytorch/1_NN/1-linear-regression-gradient-descend.ipynb +++ b/6_pytorch/1_NN/1-linear-regression-gradient-descend.ipynb @@ -128,7 +128,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 1, @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -162,16 +162,16 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 7, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, @@ -198,14 +198,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([-1.1286], requires_grad=True)\n" + "tensor([2.2691], requires_grad=True)\n" ] } ], @@ -222,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -239,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -255,22 +255,22 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -307,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -320,14 +320,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor(94.9309, grad_fn=)\n" + "tensor(153.3520, grad_fn=)\n" ] } ], @@ -350,7 +350,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -360,15 +360,15 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([-126.6150])\n", - "tensor([-18.3376])\n" + "tensor([161.0043])\n", + "tensor([22.8730])\n" ] } ], @@ -380,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -398,22 +398,22 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 18, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -440,33 +440,33 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor(1.9596)\n", - "epoch: 0, loss: 1.9595526456832886\n", - "tensor(0.2388)\n", - "epoch: 1, loss: 0.23876741528511047\n", - "tensor(0.2067)\n", - "epoch: 2, loss: 0.20673297345638275\n", - "tensor(0.2060)\n", - "epoch: 3, loss: 0.2059527039527893\n", - "tensor(0.2058)\n", - "epoch: 4, loss: 0.20575186610221863\n", - "tensor(0.2056)\n", - "epoch: 5, loss: 0.2055628001689911\n", - "tensor(0.2054)\n", - "epoch: 6, loss: 0.20537473261356354\n", - "tensor(0.2052)\n", - "epoch: 7, loss: 0.20518775284290314\n", - "tensor(0.2050)\n", - "epoch: 8, loss: 0.20500165224075317\n", - "tensor(0.2048)\n", - "epoch: 9, loss: 0.2048165202140808\n" + "tensor(3.1358)\n", + "epoch: 0, loss: 3.135772228240967\n", + "tensor(0.3551)\n", + "epoch: 1, loss: 0.355089008808136\n", + "tensor(0.3030)\n", + "epoch: 2, loss: 0.30295446515083313\n", + "tensor(0.3013)\n", + "epoch: 3, loss: 0.30131959915161133\n", + "tensor(0.3006)\n", + "epoch: 4, loss: 0.3006228804588318\n", + "tensor(0.2999)\n", + "epoch: 5, loss: 0.2999469041824341\n", + "tensor(0.2993)\n", + "epoch: 6, loss: 0.299274742603302\n", + "tensor(0.2986)\n", + "epoch: 7, loss: 0.2986060082912445\n", + "tensor(0.2979)\n", + "epoch: 8, loss: 0.2979407012462616\n", + "tensor(0.2973)\n", + "epoch: 9, loss: 0.29727888107299805\n" ] } ], @@ -486,22 +486,22 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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KSaRQ1JEtEZd12KK7vwxYln3uB+7PV1EikdTXYa2ObImoXMahi0ifhgYFuESWLv0XEYkJBbqISEwo0EVEYkKBLiISEwp0iT9NJC5lQqNcJN765l/pm6e8b/4V0GgViR210CXetLanlBEFusSbJhKXMqJAl3jT/CtSRhToEm+af0XKiAJd4q2oq0SLhEujXCT+NP+KlAm10EVEYkKBLiISEwp0EZGYUKCLiMSEAl1EJCYU6CIiMaFAl9BpMkSR/NA4dAmVJkMUyR+10CVUixbBpXub2UKSHirYQpJL9zZrMkSRYVALXUJ1TkczTTQyhqCJnqSDn9BIYweAmugiQ6EWuoTqR5WLDod5nzHs5UeVaqKLDJUCXUI1sSf9vOSZtotIZlkD3cxONrM1ZrbBzN4ys5vT7GNmttTM3jGzN8xsVmHKlZKVYSiLJdLPS55pu4hklksf+iHgO+6+zszGAa1m9ry7b+i3zxeBU1O3vwOWpe5FBh/Ksnjxka+B5isXGaasLXR33+7u61KPPwI2AhMH7HYp8KgHXgWONbMJea9WStNg63pqvnKRvBnSKBczSwJnAK8NeGki8F6/552pbdsH/PtGoBGgVkuAlY9s63pqvnKRvMj5pKiZjQWeBL7l7n8Zzoe5e5O717l7XU1NzXDeQkqR1vUUKYqcAt3MqgjCvNndn0qzyzbg5H7PJ6W2iWhdT5EiyWWUiwEPARvd/Z4Mu60Grk6NdpkD7HL37Rn2lXKjfnKRosilD/0c4CvAH8ysLbXte0AtgLsvB54FLgLeAfYCX817pVLa1E8uUnBZA93dXwYsyz4OfCNfRYmIyNDpSlERkZhQoIuIxIQCXUQkJhToIiIxoUAXEYkJBbqISEwo0EVEYkKBLiISEwp0EZGYUKCLiMSEAl1EJCYU6CIiMaFAz6MM6yBHQ6SLiw8dZgnTkJagk8wGWwc59FljI11cfOgwS9gsmPm2+Orq6rylpSWUzy6EZDL4AR4okYD29mJXM0Cki4sPHWYpBjNrdfe6dK+pyyVPsq2DHKoIFFcOXREROMxS5hToeRLpdZBDLq6vK6KjA9w/7oqIW6hH+v+AlAUFep6Evg7yYE3gkItbtOjjfuU+e/cG2+Mk9P8DIu4eym327NkeNytXuicS7mbB/cqVRfzg6mr3oAEc3KqrjywgtOKCj+xfWt/NrGglFE2Ih1nKBNDiGXJVJ0XjIOJn4yJenkhJ0UnRuIv42Th1RYgUhwI9BnYfn/6sW6btxdbQAE1NQYvcLLhvatLYbJF8U6DHwPdYzB6ObALvoZrvEZ0mcEND0L3S2xvcK8xF8k+BHgP372zg6zTRToJejHYSfJ0m7t+p1BQpJ7r0PwZqa+HxjgYe58gAT0Sjx0VEiiRrC93MVpjZDjN7M8Prc81sl5m1pW7/nP8yZTA66SgikFuXy8NAfZZ9XnL3manbHSMvS4ZCJx1FBHLocnH3tWaWLEItMgINDQpwkXKXr5OiZ5vZejP7lZlNzbSTmTWaWYuZtXR1deXpo0VEBPIT6OuAhLvPAO4Dns60o7s3uXudu9fV1NTk4aNFRKTPiAPd3f/i7rtTj58FqszshBFXJiIiQzLiQDezT5uZpR6flXrP7pG+r4iIDE3Wk6Jm9jgwFzjBzDqB24EqAHdfDnwZuMHMDgH7gCs9rBm/RETKWC6jXK7K8vr9wP15q0hERIZFl/6LiMSEAl1EJCYU6CIiMaFAz6dyWNpeRCJLsy3mS9/S9n2rIfctbQ+6Jl9EikIt9CHK2Agvl6XtRSSy1EIfgkEb4RFf11NE4k8t9CEYtBFem2E1iUzbRUTyTIE+BFu3wlU0s4UkPVSwhSRX0Rw0wrXKhIiETF0uQ3Dj8c3c3d3IGIJmepIOfkIjJxzPxyc+Fy0Kkr+2NghznRAVkSIpqRZ62KMCf8iiw2HeZwx7+SGpE59a2l5EQlQyLfQojAocuzP9Cc5M20VEiqlkWuiRGBWoE58iEmElE+iRGBWoE58iEmElE+iRaBw3NEBTEyQSYBbcNzWpr1xEIqFkAj0yjWOd+BSRiCqZQFfjWERkcCUzygWC8FaAi4ikVzItdBERGZwCXUQkJhToIiIxoUAXEYkJBbqISEwo0EVEYkKBLiISE1kD3cxWmNkOM3szw+tmZkvN7B0ze8PMZuW/TBERySaXFvrDQP0gr38RODV1awSWjbwsEREZqqyB7u5rgZ2D7HIp8KgHXgWONbMJ+SpQRERyk48+9InAe/2ed6a2iYhIERX1pKiZNZpZi5m1dHV1Df0Nwl6DTkQkwvIR6NuAk/s9n5Ta9gnu3uTude5eV1NTM7RP6VuDrqMD3D9eg06hLiIC5CfQVwNXp0a7zAF2ufv2PLzvkSKxBp2ISHRlnT7XzB4H5gInmFkncDtQBeDuy4FngYuAd4C9wFcLUmkk1qATEYmurIHu7ldled2Bb+Stokxqa4NulnTbRUSkhK4UjcwadCIi0VQ6ga416EREBlVSS9BpDToRkcxKp4UuIiKDUqCLiMSEAl1EJCYU6CIiMaFAFxGJCQuuCwrhg826gDRXCn3CCcAHBS6nFOm4ZKZjk56OS2aldGwS7p52MqzQAj1XZtbi7nVh1xE1Oi6Z6dikp+OSWVyOjbpcRERiQoEuIhITpRDoTWEXEFE6Lpnp2KSn45JZLI5N5PvQRUQkN6XQQhcRkRwo0EVEYiKSgW5mJ5vZGjPbYGZvmdnNYdcUJWZWaWa/N7Nnwq4lSszsWDNbZWZvm9lGMzs77Jqiwsy+nfpZetPMHjez0WHXFBYzW2FmO8zszX7bjjez581sc+r+uDBrHK5IBjpwCPiOu08B5gDfMLMpIdcUJTcDG8MuIoLuBf7b3f8WmIGOEQBmNhH4JlDn7tOASuDKcKsK1cNA/YBttwIvuPupwAup5yUnkoHu7tvdfV3q8UcEP5gTw60qGsxsEnAx8GDYtUSJmR0DnAs8BODuB9z9z6EWFS2jgKPNbBRQDbwfcj2hcfe1wM4Bmy8FHkk9fgS4rJg15UskA70/M0sCZwCvhVxKVPwb8I9Ab8h1RM0pQBfwH6nuqAfNbEzYRUWBu28D/hXYCmwHdrn7c+FWFTknuvv21OM/ASeGWcxwRTrQzWws8CTwLXf/S9j1hM3MLgF2uHtr2LVE0ChgFrDM3c8A9lCifzbnW6o/+FKCX3onAWPM7B/CrSq6Ugvfl+R47sgGuplVEYR5s7s/FXY9EXEO8CUzawf+EzjPzFaGW1JkdAKd7t73l9wqgoAXmAdscfcudz8IPAX8fcg1Rc3/mdkEgNT9jpDrGZZIBrqZGUFf6EZ3vyfseqLC3W9z90nuniQ4qfWiu6ulBbj7n4D3zGxyatP5wIYQS4qSrcAcM6tO/Wydj04YD7QauCb1+BrglyHWMmyRDHSCluhXCFqgbanbRWEXJZF3E9BsZm8AM4EfhltONKT+alkFrAP+QPBzH4tL3YfDzB4HXgEmm1mnmX0N+BfgAjPbTPAXzb+EWeNw6dJ/EZGYiGoLXUREhkiBLiISEwp0EZGYUKCLiMSEAl1EJCYU6CIiMaFAFxGJif8H4HqHnb5x5OsAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -579,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -611,16 +611,16 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, @@ -655,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -671,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -695,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -720,22 +720,22 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 26, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -764,14 +764,14 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor(509.5237, grad_fn=)\n" + "tensor(447.3372, grad_fn=)\n" ] } ], @@ -783,7 +783,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -793,17 +793,17 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([[ -64.6688],\n", - " [ -84.8521],\n", - " [-431.2343]])\n", - "tensor([-16.0116])\n" + "tensor([[ -60.7756],\n", + " [ -81.7448],\n", + " [-401.0452]])\n", + "tensor([-15.4545])\n" ] } ], @@ -815,7 +815,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -826,22 +826,22 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 31, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -870,18 +870,18 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "epoch 20, Loss: 1.55844\n", - "epoch 40, Loss: 0.53303\n", - "epoch 60, Loss: 0.28755\n", - "epoch 80, Loss: 0.22432\n", - "epoch 100, Loss: 0.20383\n" + "epoch 20, Loss: 22.71861\n", + "epoch 40, Loss: 5.37627\n", + "epoch 60, Loss: 1.32816\n", + "epoch 80, Loss: 0.38091\n", + "epoch 100, Loss: 0.15742\n" ] } ], @@ -911,22 +911,22 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 36, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/6_pytorch/1_NN/4-deep-nn.ipynb b/6_pytorch/1_NN/4-deep-nn.ipynb index b83aba5..c5c2f2f 100644 --- a/6_pytorch/1_NN/4-deep-nn.ipynb +++ b/6_pytorch/1_NN/4-deep-nn.ipynb @@ -688,7 +688,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/6_pytorch/1_NN/5-param_initialize.ipynb b/6_pytorch/1_NN/5-param_initialize.ipynb index 0a27d43..93fd73a 100644 --- a/6_pytorch/1_NN/5-param_initialize.ipynb +++ b/6_pytorch/1_NN/5-param_initialize.ipynb @@ -462,7 +462,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/6_pytorch/1_NN/6-nn_summary.ipynb b/6_pytorch/1_NN/6-nn_summary.ipynb index b5a0cd5..ee1c2b1 100644 --- a/6_pytorch/1_NN/6-nn_summary.ipynb +++ b/6_pytorch/1_NN/6-nn_summary.ipynb @@ -1947,7 +1947,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/6_pytorch/2_CNN/1-basic_conv.ipynb b/6_pytorch/2_CNN/1-basic_conv.ipynb index c3deb88..a99280c 100644 --- a/6_pytorch/2_CNN/1-basic_conv.ipynb +++ b/6_pytorch/2_CNN/1-basic_conv.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 卷积模块介绍\n", + "# 卷积计算与模块\n", "前面我们介绍了卷积网络的基本知识,其在计算机视觉领域被应用得非常广泛,那么常见的卷机网络中用到的模块能够使用 pytorch 非常轻松地实现,下面我们来讲一下 pytorch 中的卷积模块" ] }, @@ -23,9 +23,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -56,7 +54,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -65,12 +63,14 @@ }, { "data": { - "image/png": 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DuN1uDhw4QKVS4cSJE7S0tOD3+xVxd+nSJUqlEr//+7/P2bNnmZubUxmLkgvx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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -122,27 +122,29 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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eHubLX/4yZ8+eVf0q8SC//OUvGRoaYseOHdx7771cuXKFhYUFGhsbVRFcEeKJ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\n", 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\n", 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eHubLX/4yZ8+eVf0q8SC//OUvGRoaYseOHdx7771cuXKFhYUFGhsbVRFcEeKJ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\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -191,7 +195,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "可以看到两种形式能够得到相同的效果,不同的地方相信你也看到了,使用 `nn.Conv2d()` 相当于直接定义了一层卷积网络结构,而使用 `torch.nn.functional.conv2d()` 相当于定义了一个卷积的操作,所以使用后者需要再额外去定义一个 weight,而且这个 weight 也必须是一个 Variable,而使用 `nn.Conv2d()` 则会帮我们默认定义一个随机初始化的 weight,如果我们需要修改,那么取出其中的值对其修改,如果不想修改,那么可以直接使用这个默认初始化的值,非常方便\n", + "可以看到两种形式能够得到相同的效果,不同的地方在于使用 `nn.Conv2d()` 相当于直接定义了一层卷积网络结构,而使用 `torch.nn.functional.conv2d()` 相当于定义了一个卷积的操作,所以使用后者需要再额外去定义一个 weight,而且这个 weight 也必须是一个 Variable,而使用 `nn.Conv2d()` 则会帮我们默认定义一个随机初始化的 weight,如果我们需要修改,那么取出其中的值对其修改,如果不想修改,那么可以直接使用这个默认初始化的值,非常方便\n", "\n", "**实际使用中我们基本都使用 `nn.Conv2d()` 这种形式**" ] @@ -208,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -238,27 +242,29 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 29, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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wmDVrViWh0SV4UV/mECsB4+M94p2FxfDsCPt292/GzjOH7aBX2bx5c9V/2CpO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\nUNBAWRQKCgoa6KVF4fzJ7sAoKH0bH0rfxo5J71fP6BQKCgp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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -275,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -289,21 +295,23 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 30, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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wmDVrViWh0SV4UV/mECsB4+M94p2FxfDsCPt292/GzjOH7aBX2bx5c9V/2CpO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\nUNBAWRQKCgoa6KVF4fzJ7sAoKH0bH0rfxo5J71fP6BQKCgp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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], diff --git a/6_pytorch/2_CNN/2-batch-normalization.ipynb b/6_pytorch/2_CNN/2-batch-normalization.ipynb index c3075ed..f9686f7 100644 --- a/6_pytorch/2_CNN/2-batch-normalization.ipynb +++ b/6_pytorch/2_CNN/2-batch-normalization.ipynb @@ -13,11 +13,14 @@ "metadata": {}, "source": [ "## 数据预处理\n", - "目前数据预处理最常见的方法就是中心化和标准化,中心化相当于修正数据的中心位置,实现方法非常简单,就是在每个特征维度上减去对应的均值,最后得到 0 均值的特征。标准化也非常简单,在数据变成 0 均值之后,为了使得不同的特征维度有着相同的规模,可以除以标准差近似为一个标准正态分布,也可以依据最大值和最小值将其转化为 -1 ~ 1 之间,下面是一个简单的图示\n", + "目前数据预处理最常见的方法就是中心化和标准化\n", + "* 中心化相当于修正数据的中心位置,实现方法非常简单,就是在每个特征维度上减去对应的均值,最后得到 0 均值的特征。\n", + "* 标准化也非常简单,在数据变成 0 均值之后,为了使得不同的特征维度有着相同的规模,可以除以标准差近似为一个标准正态分布,也可以依据最大值和最小值将其转化为 -1 ~ 1 之间\n", "\n", - "![](https://ws1.sinaimg.cn/large/006tKfTcly1fmqouzer3xj30ij06n0t8.jpg)\n", + "下图是处理的的示例:\n", "\n", - "这两种方法非常的常见,如果你还记得,前面我们在神经网络的部分就已经使用了这个方法实现了数据标准化,至于另外一些方法,比如 PCA 或者 白噪声已经用得非常少了。" + "![](images/data_normalize.png)\n", + "\n" ] }, { diff --git a/6_pytorch/2_CNN/4-data-augumentation.ipynb b/6_pytorch/2_CNN/4-data-augumentation.ipynb index bfff8b6..8a36ed3 100644 --- a/6_pytorch/2_CNN/4-data-augumentation.ipynb +++ b/6_pytorch/2_CNN/4-data-augumentation.ipynb @@ -28,10 +28,20 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'torchvision'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mPIL\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mtorchvision\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtransforms\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mtfs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'torchvision'" + ] + } + ], "source": [ "import sys\n", "sys.path.append('..')\n", @@ -603,7 +613,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/6_pytorch/2_CNN/8-resnet.ipynb b/6_pytorch/2_CNN/8-resnet.ipynb index bdeccc8..d9c0f2c 100644 --- a/6_pytorch/2_CNN/8-resnet.ipynb +++ b/6_pytorch/2_CNN/8-resnet.ipynb @@ -373,7 +373,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/6_pytorch/2_CNN/CNN_Introduction.pptx b/6_pytorch/2_CNN/CNN_Introduction.pptx index 7b2914a..d3f8676 100644 Binary files a/6_pytorch/2_CNN/CNN_Introduction.pptx and b/6_pytorch/2_CNN/CNN_Introduction.pptx differ diff --git a/6_pytorch/2_CNN/images/data_normalize.png b/6_pytorch/2_CNN/images/data_normalize.png new file mode 100644 index 0000000..556ac1b Binary files /dev/null and b/6_pytorch/2_CNN/images/data_normalize.png differ diff --git a/README.md b/README.md index 7a95617..4497d34 100644 --- a/README.md +++ b/README.md @@ -108,7 +108,8 @@ 在上述内容学习完成之后,可以进行更进一步机器学习、计算机视觉方面的学习与研究,具体的资料可以参考: 1. 编程是机器学习研究、实现过程非常重要的能力,编程能力弱则无法快速试错,导致研究进度缓慢;如果编程能力强,则可以快速试错,快速编写实验代码等。强烈建议大家在学习本课程之后或之中,好好把数据结构、算法等基本功锻炼一下。具体的教程可以参考[《一步一步学编程》](https://gitee.com/pi-lab/learn_programming) -2. 智能系统实验室-培训教程与作业:这个教程是实验室积累的机器学习与计算机视觉方面的教程集合,每个课程介绍基本的原理、编程实现、应用方法等资料,可以作为快速入门的学习材料。 - - [《智能系统实验室-暑期培训教程》](https://gitee.com/pi-lab/SummerCamp) - - [《智能系统实验室-暑期培训作业》](https://gitee.com/pi-lab/SummerCampHomework) +2. 飞行器智能感知与控制实验室-培训教程与作业:这个教程是实验室积累的机器学习与计算机视觉方面的教程集合,每个课程介绍基本的原理、编程实现、应用方法等资料,可以作为快速入门的学习材料。 + - [《飞行器智能感知与控制实验室-暑期培训教程》](https://gitee.com/pi-lab/SummerCamp) + - [《飞行器智能感知与控制实验室-暑期培训作业》](https://gitee.com/pi-lab/SummerCampHomework) +3. 视觉SLAM是一类算法、技巧、编程高度集成的系统,通过学习、练习SLAM能够极大的提高自己的编程、解决问题能力。具体的教程可以参考[《一步一步学SLAM》](https://gitee.com/pi-lab/learn_slam) 3. [《编程代码参考、技巧集合》](https://gitee.com/pi-lab/code_cook):可以在这个代码、技巧集合中找到某项功能的示例,从而加快自己代码的编写