From fd83305ae69460cf7f2ea0f4c2bbbf633eed652c Mon Sep 17 00:00:00 2001 From: Quan Tran Date: Sun, 15 Dec 2019 14:32:10 -0500 Subject: [PATCH] fix issues --- model/neural_network.py | 3 +- model/random_forest.py | 2 +- neural_net_optimizers.ipynb | 2 +- scratch_neural_net.ipynb | 427 +++++++++++++++++++++++------------- 4 files changed, 278 insertions(+), 156 deletions(-) diff --git a/model/neural_network.py b/model/neural_network.py index 3051e47..5a6a3be 100644 --- a/model/neural_network.py +++ b/model/neural_network.py @@ -94,10 +94,9 @@ def backward_pass(self,y,y_pred,l2,lr,**kwargs): grad_wbias = np.sum(grad_wrt_input,axis=0) # (1,200) grad_w = self.X_acts[i].T @ grad_wrt_input # (400,200) - grad_w+= (l2/bs) * self.weights[i][0] # l2 reg grad_w,grad_wbias = self.opt.step(grad_w,grad_wbias,i,**kwargs) - self.weights[i][0]-= lr*grad_w #update weight + self.weights[i][0]-= lr*(grad_w + (l2/bs) * self.weights[i][0]) #update weight self.weights[i][1]-= lr*grad_wbias #update bias def fit_epoch(self,X_train,y_train,X_val,y_val,lr,epochs,bs=64,l2=0,beta1=0.9,beta2=0.99): diff --git a/model/random_forest.py b/model/random_forest.py index 6879fbd..f729328 100644 --- a/model/random_forest.py +++ b/model/random_forest.py @@ -13,7 +13,7 @@ def __init__(self, X, y, n_trees, sample_sz,is_reg=True, min_leaf=3,max_features self.is_reg = is_reg def create_tree(self,is_reg,min_leaf,max_features): - # generate random idxs with size sample_sz. Thus this model is not suitable for time-related dataset + # generate random idxs with size sample_sz sample_idxs = np.random.permutation(len(self.y))[:self.sample_sz] return DecisionTreeNode(self.X[sample_idxs,:], self.y[sample_idxs], is_reg,min_leaf,max_features) def predict(self, X,thres=0.5): diff --git a/neural_net_optimizers.ipynb b/neural_net_optimizers.ipynb index d89f5be..b567a02 100644 --- a/neural_net_optimizers.ipynb +++ b/neural_net_optimizers.ipynb @@ -977,7 +977,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/scratch_neural_net.ipynb b/scratch_neural_net.ipynb index 4a01ed2..e81c036 100644 --- a/scratch_neural_net.ipynb +++ b/scratch_neural_net.ipynb @@ -120,7 +120,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -148,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -157,7 +157,7 @@ "(72.94035223214286, 90.02118235130519)" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -170,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -180,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -189,7 +189,7 @@ "(60000, 784)" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -200,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -209,7 +209,7 @@ "-1.74808013869143e-17" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -231,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -241,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -250,7 +250,7 @@ "[784, 100, 10]" ] }, - "execution_count": 16, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -263,7 +263,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -279,28 +279,30 @@ }, { "cell_type": "code", - "execution_count": 194, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1. Training loss: 2.9489168672255204, Val loss:3.481525681055469\n", - "Epoch 2. Training loss: 2.778400119310902, Val loss:3.0193271392098033\n", - "Epoch 3. Training loss: 2.735824302542128, Val loss:3.415448885775425\n", - "Epoch 4. Training loss: 2.7446793700773653, Val loss:3.703486990345996\n", - "Epoch 5. Training loss: 2.787436298456632, Val loss:3.0745350249012513\n" + "Epoch 1. Training loss: 2.9318330049378236, Val loss:2.8177904179101847\n", + "Epoch 2. Training loss: 2.6887637758816396, Val loss:2.8940367419215995\n", + "Epoch 3. Training loss: 2.5576935455719174, Val loss:3.287567201337403\n", + "Epoch 4. Training loss: 2.635736076284547, Val loss:3.3700069130184915\n", + "Epoch 5. Training loss: 2.771216136284703, Val loss:3.79778614262271\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -310,51 +312,83 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "nn.fit_epoch(X_train,y_train,X_test,y_test,lr=0.001,epochs=20,bs=512)" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1. Training loss: 1.5011107904444265, Val loss:1.3065868949178052\n", + "Epoch 2. Training loss: 1.2482141651398395, Val loss:1.263049486791613\n", + "Epoch 3. Training loss: 1.2114994492743862, Val loss:1.2265862330511865\n", + "Epoch 4. Training loss: 1.1800681882028172, Val loss:1.195272860015402\n", + "Epoch 5. Training loss: 1.1525816373265916, Val loss:1.1680508429969956\n", + "Epoch 6. Training loss: 1.1281340814070562, Val loss:1.1439494342699166\n", + "Epoch 7. Training loss: 1.1061521311652516, Val loss:1.122215093725567\n", + "Epoch 8. Training loss: 1.0861870829699256, Val loss:1.102511560944664\n", + "Epoch 9. Training loss: 1.0678928604430837, Val loss:1.0845447133593715\n", + "Epoch 10. Training loss: 1.0510434977717389, Val loss:1.068004689530578\n", + "Epoch 11. Training loss: 1.0354983225600336, Val loss:1.0527051644333054\n", + "Epoch 12. Training loss: 1.0211391685403481, Val loss:1.038496205200983\n", + "Epoch 13. Training loss: 1.0078742019171574, Val loss:1.025250184039641\n", + "Epoch 14. Training loss: 0.9956365410406312, Val loss:1.0129156427876742\n", + "Epoch 15. Training loss: 0.9843080528735231, Val loss:1.0013994212537942\n", + "Epoch 16. Training loss: 0.9738042719451602, Val loss:0.990665711891263\n", + "Epoch 17. Training loss: 0.9640438504818192, Val loss:0.9806435369839337\n", + "Epoch 18. Training loss: 0.9549531870561312, Val loss:0.9713006025918447\n", + "Epoch 19. Training loss: 0.9464732891541594, Val loss:0.9625469906790155\n", + "Epoch 20. Training loss: 0.9385456420252847, Val loss:0.9543348805662843\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "nn.fit_epoch(X_train,y_train,X_test,y_test,lr=0.001,epochs=20,bs=512)" ] }, { "cell_type": "code", - "execution_count": 205, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1. Training loss: 0.5840834585683052, Val loss:0.5996791604340527\n", - "Epoch 2. Training loss: 0.5829041350006327, Val loss:0.5985955844055418\n", - "Epoch 3. Training loss: 0.5817368549079711, Val loss:0.5975182426776058\n", - "Epoch 4. Training loss: 0.5805794069388899, Val loss:0.5964592592108888\n", - "Epoch 5. Training loss: 0.5794301996901221, Val loss:0.5954154581012112\n", - "Epoch 6. Training loss: 0.5782881898569256, Val loss:0.594379453863885\n", - "Epoch 7. Training loss: 0.5771518177487552, Val loss:0.5933465720960486\n", - "Epoch 8. Training loss: 0.576021185616646, Val loss:0.592324951425162\n", - "Epoch 9. Training loss: 0.5749019287260722, Val loss:0.5913173711598595\n", - "Epoch 10. Training loss: 0.5737994013607881, Val loss:0.5903231536295874\n" + "Epoch 1. Training loss: 0.9311047994605116, Val loss:0.9466249844559373\n", + "Epoch 2. Training loss: 0.9241022561492481, Val loss:0.9393262443589214\n", + "Epoch 3. Training loss: 0.9174964587234788, Val loss:0.9324016830620583\n", + "Epoch 4. Training loss: 0.9112294048968398, Val loss:0.9258124526948055\n", + "Epoch 5. Training loss: 0.905274210088545, Val loss:0.9195536460607208\n", + "Epoch 6. Training loss: 0.8996087369382394, Val loss:0.9135745874770964\n", + "Epoch 7. Training loss: 0.8941951720458456, Val loss:0.9078604640508984\n", + "Epoch 8. Training loss: 0.8889991625884061, Val loss:0.9023696589176948\n", + "Epoch 9. Training loss: 0.8840015357542302, Val loss:0.897086219128451\n", + "Epoch 10. Training loss: 0.879189604961053, Val loss:0.891980594411108\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -371,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -380,25 +414,27 @@ }, { "cell_type": "code", - "execution_count": 214, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1. Training loss: 2.9780203114666928, Val loss:2.787931258955658\n", - "Epoch 2. Training loss: 2.687431236972925, Val loss:2.8540038369716987\n" + "Epoch 1. Training loss: 3.039414079394439, Val loss:2.3249461994551313\n", + "Epoch 2. Training loss: 2.7729864721009783, Val loss:3.422700242237372\n" ] }, { "data": { - "image/png": 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\n", 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ERkaaXYqwgIuLC2XKOH6/pLBda46voduibhy+eJjggGBGPzGaQi73vpm6o7OpQHd2dqZ8+fJmlyGEsHFXoq8wcOVApmyfQsXCFVn12iqalm9qdlmms6lAF0KIzCw+uJgei3tw5voZ3q3/LsOaDiO/c36zy7IJEuhCCLsQeSOSt5e/zew9s/Et5stvL/1GndJ1zC7LpkigCyFsmtaaOXvm0Gd5H65EX2FYk2EMajiIPE55zC7N5kigCyFsVsTVCHou6cnig4upU7oO09tOx7eYr9ll2SwJdCGEzUnQCUzbMY0BKwYQGx/LuCfH0aduH5xyOZldmk2TQBdC2JTDFw/TbVE31hxfQ7PyzZjaZioVi1Q0uyy7IIEuhLAJcQlxjP97PB+s/oA8Tnn49plvCaoVJFeO34dMA10p5QKsA/Imtp+ntf4oVZv+QFcgDogEumitM54wXAghEu0+t5ug0CC2nt5K2ypt+fqpryldsLTZZdkdSy79jwGaaa1rAv5AK6VU6ns1/QMEaq39gHnAaOuWKYRwRDFxMXy0+iMCpgZw/PJx5jw/h99f+l3C/AFleoSujYlVrid+6Zy46FRtVif78m/g3ncpFkIIYHPEZoJCg9gbuZdOfp34suWXVrvzWE5l0eRcSiknpdRO4DywQmu9OYPmQcCy9FYopYKVUtuUUttkvhYhcqYbt2/QP6w/9afX50rMFRZ3XMzMdjMlzK3AopOiWut4wF8p5Q4sUEr5aq33pG6nlOoEBAKN77GdqcBUMO5Y9MBVCyHs0qpjq+i2qBtHLx2lZ2BPRrYYScG8Bc0uy2Hc1ygXrfVlpdQaoBWQItCVUi2A94HGWusYq1UohLB7l6MvM+CPAUz7ZxqPFHmEtW+spVG5RmaX5XAsGeXiCcQmhnk+oAUwKlWbWsAUoJXW+nyWVCqEsEsL9y+k55KenLtxjvcee4+Pm3xMPud8ZpflkCw5Qi8J/KCUcsLoc5+rtV6slBoObNNahwJjAFfg18Qxoye11m2zqmghhO07f+M8fZb14Ze9v+BX3I/QjqEElkr33sbCSiwZ5bILqJXO8x8me9zCynUJIeyU1ppZu2fx9vK3uX77Op80/YSBDQbi7ORsdmkOT64UFUJYzakrp+ixpAdLDy2lXpl6TG87HR9PH7PLyjEk0IUQDy1BJzBl2xTeW/keCTqBCa0m0PvR3jKZVjaTQBdCPJSDFw7SNbQr60+up0WFFkxtM5XyheVWkmaQQBdCPJC4hDjG/TWOj9Z8hEtuF75r+x1v+L8hk2mZSAJdCHHf/j37L11Cu7DjzA7aVW1HyFMhlHQraXZZOZ4EuhDCYjFxMYxYN4KRG0dSJF8Rfn3hV56v9rwcldsICXQhhEU2ndpE19CuhEeF83rN1/niyS8omr+o2WWJZCTQhRAZun77Ou//+T6TtkyibKGyLH9lOS0rtTS7LJEOCXQhxD2tOLKC4MXBHL98nDcffZPPmn+GW143s8sS9yCBLoRI49KtS7zzxzvM2DmDKkWrsL7zehp6NTS7LJEJCXQhRAoLwhfQa2kvIm9EMrjhYD5s/CEuuV3MLktYQAJdCAHA2etneWvZW8zbNw//Ev4seXkJASUDzC5L3AcJdCFyOK01P/77I/3C+nEz9iafNfuMdx97VybTskMS6ELkYCcun6D74u6EHQmjQdkGTGs7jaoeVc0uSzwgCXQhcqAEncDXW79m0MpBAExqPYlej/Yil7LoNsPCRkmgC5HDHIg6QFBoEBtPbaRlxZZMaTOFcu7lzC5LWIEEuhA5RGx8LGM3jWXY2mHkd87P989+z2s1X5PL9h2IBLoQOcA/Z/6hS2gXdp7dSXuf9kxqPYkSriXMLktYmQS6EA4sOi6aYWuGMWbTGDwLeDL/xfk8V+05s8sSWUQCXQgHteHkBoJCgzh44SCd/TvzxZNfUDhfYbPLEllIAl0IB3Mt5hqD/xxMyNYQvN29+aPTHzxR8QmzyxLZQAJdCAcSdjiM4MXBnLpyij51+vBp809xzeNqdlkim9jfoNO//4ZWreC772DvXoiJMbsiIUx38dZFXv/9dVrNakV+5/xs6LKBCa0nSJjnMPZ3hD5pEoSFGQtArlxQoQJUqwZVqxrLnceFpb9QODatNfPD59N7aW8u3rrI+4+/z9BGQ2UyrRzK/gJ9wgTw8YH69eHcOQgPh/37jeWPP1IesRcrlhTuyQO/bFnjF4EQduzMtTP0XtqbBfsXEFAygLBOYfiX8De7LGEi+wt0Dw94//3018XHw/HjRrgnD/pff4WLF5Pa5c8PVaqkDfpHHgEXObIRtk1rzfc7v6f/H/2JjotmVItR9K/fn9y57O/HWViX0lqb8saBgYF627Zt2fNmWkNUVMqgv/PviRPGejCO2suXTxv01apBkSLZU6sQGTh26RjBi4NZeXQlj3s9zrS206hctLLZZYlspJTarrUOTG9dpr/SlVIuwDogb2L7eVrrj1K1yQv8CNQGLgAvaa2PP2Td1qMUeHoay+OPp1x38yYcPJh0NH8n6FeuTNl94+mZftB7eUn3jchy8QnxhGwNYfCfg8mlcvH1U1/TPbC7TKYlUrDkb7QYoJnW+rpSyhnYoJRaprX+O1mbIOCS1rqSUqoDMAp4KQvqtb78+cHf31iSi483jt5TB/38+XDhQlK7fPmSum+SB/4jjxjrhHhI+yL30TW0K39F/EXrSq2Z3GYyXoW8zC5L2KBMA10bfTLXE790TlxS99M8C3yc+Hge8JVSSmmz+nOswcnJGD1ToQI89VTKdam7b/bvh82b4ZdfkrpvlErqvkl9ZO/hkf37I+xObHwsozaO4pN1n+CWx42Z7WbySo1XZDItcU8WnUVRSjkB24FKQIjWenOqJqWBUwBa6zil1BWgKBCVajvBQDCAl5cdH2F4eEDDhsaS3K1bcOhQyqAPD4dVqyA6OuXrUwf9ne4bJ6fs3Rdhk7af3k6X0C7sOreLl6q/xMTWEylWoJjZZQkbd18nRZVS7sAC4C2t9Z5kz+8FWmqtIxK/PgLU0VpfSH9L2XxS1GwJCXDyZNqg378fIiOT2rm4QOXKafvpK1eW7psc4lbsLT5e8zFj/xpL8QLF+ebpb3i26rNmlyVsyEOdFE1Oa31ZKbUGaAXsSbYqAigLRCilcgOFgItpt5BD5coF3t7G0rp1ynUXLqQN+W3bjKGWCQlGG6WgXLn0L57y8DDWC7u37sQ6uoZ25dDFQ3St1ZUxT47B3cXd7LKEHbFklIsnEJsY5vmAFhgnPZMLBV4H/gLaA6vsuv88OxUtCg0aGEty0dFG903qvvo1a4yunTuKFEk/6L29pfvGTlyNucqglYP4Zts3lHcvz8pXV9K8QnOzyxJ2yJIj9JLAD4n96LmAuVrrxUqp4cA2rXUoMB2YqZQ6jHFk3iHLKs4pXFygRg1jSS4hAU6dShv0ixbB9OlJ7fLmNbpqUp+QrVLFGNkjbMLSQ0vpvrg7/139j371+vFJ008okKeA2WUJO5UzLizKKS5eTAr45IF/9GhS9w0Y3Tfpjan39JTum2wSdTOKvsv7Mmv3LHw8fZjedjr1ytQzuyxhB6zWhy5sXJEi8NhjxpJcTExS903yoF+/3riw6o7ChdOOvLnTfZNbvlWsQWvN3L1zeWvZW1yKvsRHjT9icMPB5M2d1+zShAOQn9KcIG9e8PU1luQSEiAiIm3QL11qTE98R548Sd03yYO+ShUoIN0Dljp97TQ9l/Qk9EAogaUC+bPtn9QoXiPzFwphIQn0nCxXLmPsu5cXPPlkynWXLsGBAymD/t9/YcEC4yraO7y80r94qnhx6b5JpLVm+j/TefePd4mJj2HsE2N5u97bMpmWsDr5jhLpK1wY6tUzluRiYuDIkbRj6qdPhxs3ktq5u6cf9BUq5KjumyMXjxC8OJhVx1bRuFxjprWdRqUilcwuSzionPOTJawjb15jPnofn5TPaw3//Zc26MPC4Pvvk9o5Oxvz3KQ+IVulCrg6zt114hPimbB5AkNXDSV3rtxMaTOFrgFdZTItkaUk0IV1KAVlyhjLE6luSHzlStp++j174PffU3bflCmT/pj6EiXsqvtmz/k9BIUGseW/LbSp3IZvnv6GMgXLmF2WyAEk0EXWK1QI6tY1luRu3za6b1KPqf/+e7h2LeXr74R88qCvUME44rcRt+Nv8/n6z/l0/acUcinEz8/9TAffDjKZlsg2Mg5d2B6t4fTptEEfHm48f4ezM1SqlH5fvZtbtpa89b+tdAntwp7ze3i5xsuMbzkezwKe2VqDyBlkHLqwL0pB6dLG0jzVJfBXrxqjb1IH/aJFEBeX1K506fQvnipZ0qrdNzdjb/Lh6g/58u8vKelaktAOoTxT5RmrbV+I+yGBLuxLwYLw6KPGklxsbFL3TfIj+x9+SNl94+aWftBXrHjf3Terj62m26JuHLl0hO61uzOqxSgKuRSywk4K8WAk0IVjcHZOCujktIYzZ9IG/apV8OOPSe1y5zZCPfVVslWqGH34yVyJvsJ7K95j6o6pVCxckVWvraJp+abZsJNCZEwCXTg2paBUKWNp1izlumvX0u++Wbw4ZfdNqVJ3f1ksqhhHj5j5nI29xLv132FY0+Hkd5bJzoRtkJOiQqQWGwvHjqUI+sgju3i79G5mV42lxjmYvhAeveqa/gnZSpWM6RKEyAIZnRSVQBciA1prZu+ZTZ9lfbgac5WhAX0Z5NKCPAdTDbc8dSrpRU5ORvdN6qCvWtW4glaIhyCjXIR4ABFXI+i5pCeLDy6mbum6TG87nerFqhsrU99/4vr1pLlvkgf9smXGEf8dJUqkf/FUmTJ2dfGUsE0S6EKkkqAT+Hb7twxYMYC4hDjGPTmOPnX74JQrgztAubpC7drGklxcnNF9k3pM/ezZcPlyUrsCBdK/eKpSJWO6BSEsIF0uQiRz6MIhui3qxtoTa2lWvhnfPvMtFQpXsP4baQ3nz6d/8dTJk0ntnJyMK2LT66svXNj6dQmbJ10uQmQiLiGO8X+P54PVH5DXKS/TnplGl1pdsu6yfaWMKYaLF4fGjVOuu3EDDh5MCvo7/4aFGdMl3FG8ePpj6suUMaZGFjmOBLrI8Xad20VQaBDbTm/j2SrP8vXTX1PKrZR5BRUoALVqGUty8fFJ3TfJg/6XX4z56+/In98YP5866B95RLpvHJwEusixYuJi+Gz9Z3y24TMKuxTml/a/8ILPC7Y7mZaTk9GnXqkStGmT9LzWEBmZNug3bYKff05qlysXlC+f/knZIkWyf3+E1Umgixzp74i/CQoNYl/kPjr5dWJ8y/EUzV/U7LIejFJQrJixNGqUct3Nm0b3Teq++hUrjJuV3OHpmfYq2apVjTtSSfeN3ZBAFznKjds3GLpqKBM2T6B0wdIseXkJTz3ylNllZZ38+cHf31iSi4+HEyfSnpCdNw8uXkxqly+f0X2TOugrVwYXl+zdF5EpGeUicow/j/5Jt0XdOHb5GL0Ce/F5i88pmLeg2WXZnqiotEG/fz8cP25074DxV0H58imD/s6/Re30Lx07IaNcRI52Ofoy7/7xLtP/mc4jRR5h7RtraVSuUeYvzKk8PODxx40luVu30u++WbUKoqNTvj69fvpy5aT7JotJoAuHtnD/Qnou6cn5G+cZ2GAgHzX+iHzO+cwuyz7lywc1axpLcvHxxtj51EG/YIFxtH+Hi0tS903yoK9c2di2eGgS6MIhnbt+jj7L+zB371xqFq/Joo6LqF2qduYvFPfPycnofilfHlq3TrkuKirtjJZbt8LcuSm7b7y90794ylPu+nQ/JNCFQ9Fa89Oun+gb1pfrt68zoukI3mvwHs5OtnPv0RzFw8NYGjRI+Xx0NBw6lLavfs0ao2vnjqJF0794qlw54xeJSCHTk6JKqbLAj0AJIAGYqrWekKpNIeAnwAvjl8RYrfWMjLYrJ0WFtZ28cpIei3uw7PAy6pepz/S206nmWc3sssT9SEhI6r5J3YVz/nxSu7x5ja6a1EFfubIxsseBPdT0uUqpkkBJrfUOpZQbsB34n9Z6X7I2Q4BCWuuBSilP4ABQQmt9O/2tSqAL60nQCUzeNpmBKweSoBP4vPnn9H60d8aTaaSn2SgAABLZSURBVAn7c/Fi+kF/9Kjxi+COcuXSPynr6ekQM1o+1CgXrfUZ4Ezi42tKqXCgNLAveTPATRmX2LkCF4G41NsSwtoOXjhI19CurD+5nicqPMHUZ6bi7e5tdlkiKxQpAo89ZizJRUfD4cMpgz48HNatMy6suqNw4fSDvnx5h+m+ua9x6Eopb2Ad4Ku1vprseTcgFKgKuAEvaa2XpPP6YCAYwMvLq/aJEycepnaRg8UlxPHFpi/4aI0xauXLll/yes3XbfeyfZH9EhIgIiL9MfXnziW1y5PH6KpJ3VdfpYoxr46Nscodi5RSrsBa4FOt9W+p1rUHGgD9gYrACqBm8tBPTbpcxIPaeXYnQaFB7Dizg3ZV2xHyVAgl3UqaXZawJ5cuJYV88qA/ciRl942XV/onZYsVM6375qEvLFJKOQPzgVmpwzxRZ2CkNn47HFZKHcM4Wt/ygDULkUZ0XDSfrP2EURtH4ZHfg3kvzON5n+fNLkvYo8KFoX59Y0kuJiap+yZ50E+bZkxrfIe7e/pXyZYvD7nNGzyY6Tsn9otPB8K11uPu0ewkxk251iuligNVgKNWq1LkeJtObSIoNIj9Uft5vebrjGs5jiL5ZIZAYWV580L16saSnNZG903qE7LLlsGMZAP68uQxpilO3U9fpYpxV6ssZskol4bAemA3xrBFgCEYQxTRWk9WSpUCvgdKAgrjaP2njLYrXS7CEtdvX2fIn0P4astXlC1UlqltptKyUkuzyxIiyeXLaS+eCg83um/i45PalS2bNAUCwOefG2P079PDjnLZgBHSGbU5DTx535UJkYE/jvxB8KJgTl45Se9He/NZ889wy+tmdllCpOTuDnXrGktyt28boZ76zlNr1xrrKleGAQOsWopcKSpszqVbl+j/R3++3/k9VYpWYV3ndTT0amh2WULcnzx5jC6XaqkubouMNPrkO3e2+ltKoAub8lv4b/Re2pvIG5EMbjiYDxt/iEtumXdbOBBPTxg8OEs2LYEubMLZ62d5c+mbzA+fj38Jf5a+vJRaJWtl/kIhxF0S6MJUWmt++PcH+of152bsTT5v/jnv1H9HJtMS4gFIoAvTHL98nO6Lu/PHkT9o6NWQac9Mo4pHFbPLEsJuSaCLbJegEwjZEsLgPwejlOKr1l/R89Ge5FJyNxshHoYEushW+6P20zW0KxtPbaRlxZZMaTOFcu7lzC5LCIcggS6yRWx8LGM2jWHY2mEUcC7AD//7gVf9XpXJtISwIgl0keV2nNlBUGgQO8/upL1Pe75q/RXFXYubXZYQDkcCXWSZW7G3GL52OGM2jcGzgCe/vfgb7aq1M7ssIRyWBLrIEhtObiAoNIiDFw7Sxb8LY58cS+F8hc0uSwiHJoEurOpazDUG/zmYkK0heLt7s+LVFbSo0MLssoTIESTQhdUsO7SM7ou7E3E1grfrvs2IZiNwzZP1U4YKIQwS6OKhXbh5gX5h/Zi5aybVPKqxsctG6petn/kLhRBWJYEuHpjWmnn75vHmsje5eOsiQx8fytBGQ8mbO6/ZpQmRI0mgiwdy5toZei3txe/7f6d2ydr80ekPapaoaXZZQuRoEujivmitmbFzBv3D+hMTH8PoFqPpV78fuXPJt5IQZpOfQmGxY5eOEbw4mJVHV9KoXCO+feZbKhetbHZZQohEEugiU/EJ8Xy15SuGrBqCk3Lim6e/Ibh2sEymJYSNkUAXGdoXuY+g0CD+jvib1pVaM6XNFMoWKmt2WUKIdEigi3Tdjr/NqA2jGLF+BG553Pip3U+8XONlmUxLCBsmgS7S2HZ6G0GhQew6t4sOvh2Y0GoCxQoUM7ssIUQmJNDFXbdib/HRmo/44q8vKOFagoUdFtK2SluzyxJCWEgCXQCw9vhaui7qyuGLh+kW0I3RT4zG3cXd7LKEEPdBAj2HuxpzlYErBjJ5+2QqFK7An6/9SbPyzcwuSwjxACTQc7AlB5fQY0kPTl87Tf96/RnedDgF8hQwuywhxAOSQM+Bom5G0Xd5X2btnkV1z+rMe2EedcvUNbssIcRDyvTKEKVUWaXUaqVUuFJqr1Lq7Xu0a6KU2pnYZq31SxUPS2vNnD1zqBZSjbl75/JR44/Y0X2HhLkQDsKSI/Q44B2t9Q6llBuwXSm1Qmu9704DpZQ78DXQSmt9UiklY9xszH9X/6PX0l6EHgjl0VKPMr3tdGoUr2F2WUIIK8o00LXWZ4AziY+vKaXCgdLAvmTNXgZ+01qfTGx3PgtqFQ9Aa820HdN4d8W7xMbHMvaJsfSt1xenXE5mlyaEsLL76kNXSnkDtYDNqVZVBpyVUmsAN2CC1vrHdF4fDAQDeHl53X+14r4cuXiEbou6sfr4app4N+HbZ76lUpFKZpclhMgiFge6UsoVmA/01VpfTWc7tYHmQD7gL6XU31rrg8kbaa2nAlMBAgMD9cMULu4tPiGeCZsnMHTVUJydnJnSZgpdA7rKZFpCODiLAl0p5YwR5rO01r+l0yQCiNJa3wBuKKXWATWBg+m0FVloz/k9BIUGseW/LbSp3IZvnv6GMgXLmF2WECIbWDLKRQHTgXCt9bh7NFsIPK6Uyq2Uyg/UBcKtV6bIzO342wxbM4yAKQEcvXSU2c/PJrRDqIS5EDmIJUfoDYBXgd1KqZ2Jzw0BvAC01pO11uFKqeXALiABmKa13pMVBYu0tvy3haDQIPac38PLNV5mQqsJeOT3MLssIUQ2s2SUywYg0zlTtdZjgDHWKEpY5mbsTT5Y9QHjN4+npGtJFnVcRJvKbcwuSwhhErlS1E6tPraarou6cvTSUbrX7s6oFqMo5FLI7LKEECaSQLczV6KvMGDFAL7d8S0VC1dk9evGkEQhhJBAtyOLDiyix5IenL1+lgGPDeDjJh+T3zm/2WUJIWyEBLodiLwRSZ/lfZizZw41itVgYYeFBJYKNLssIYSNkUC3YVprft79M28vf5urMVcZ3mQ4AxsOJI9THrNLE0LYIAl0G3Xqyil6LunJkkNLqFu6LtPbTqd6sepmlyWEsGES6DYmQScwdftU3lvxHvE6ni9bfslbdd6SybSEEJmSQLchhy4cotuibqw9sZbm5Zsz9ZmpVChcweyyhBB2QgLdBsQlxPHlX1/y4ZoPyeuUl+ltp9PZvzPGrAtCCGEZCXST/Xv2X4JCg9h+ZjvPVnmWr5/+mlJupcwuSwhhhyTQTRITF8OIdSMYuXEkRfIVYW77ubT3aS9H5UKIByaBboK/Tv1FUGgQ4VHhvOr3Kl+2/JKi+YuaXZYQws5JoGejG7dv8P6q95m4eSJlCpZh6ctLaf1Ia7PLEkI4CAn0bLLy6Eq6LerG8cvH6RXYi89bfE7BvAXNLksI4UAk0LPY5ejLvBP2Dt/t/I5HijzCujfW8Xi5x80uSwjhgCTQs9Dv+3+n15JenL9xnkENBvFh4w/J55zP7LKEEA5KAj0LnLt+jreWvcWv+36lZvGaLOq4iNqlaptdlhDCwUmgW5HWmpm7ZtJ3eV9uxN7g02afMuCxATg7OZtdmhAiB5BAt5KTV07SfXF3lh9eTv0y9ZnedjrVPKuZXZYQIgeRQH9ICTqBb7Z+w6A/B6G1ZmKrifR6tJdMpiWEyHYS6A/hQNQBui7qyoaTG3iiwhNMfWYq3u7eZpclhMihJNAfQGx8LF/89QUfr/mYfM75mPHsDF6v+bpcti+EMJUE+n3658w/BIUG8c/Zf3iu2nOEPBVCCdcSZpclhBAS6JaKjovmk7WfMGrjKDzyezDvhXk87/O82WUJIcRdEugW2HhyI0GhQRy4cIDXa77OuJbjKJKviNllCSFEChLoGbh++zpD/hzCV1u+wquQF8tfWU7LSi3NLksIIdIlgX4PYYfD6L64OyevnOTNOm/yWfPPcM3janZZQghxT7kya6CUKquUWq2UCldK7VVKvZ1B20eVUvFKqfbWLTP7XLx1kTd+f4NWs1rhktuF9Z3XM7H1RAlzIYTNs+QIPQ54R2u9QynlBmxXSq3QWu9L3kgp5QSMAsKyoM5sMX/ffHov7U3UzSiGNBzCB40/wCW3i9llCSGERTINdK31GeBM4uNrSqlwoDSwL1XTt4D5wKPWLjKrnbl2hjeXvclv4b9Rq0Qtlndajn8Jf7PLEkKI+3JffehKKW+gFrA51fOlgXZAMzIIdKVUMBAM4OXldX+VZgGtNT/8+wP9wvpxK/YWI5uPpH/9/jKZlhDCLlkc6EopV4wj8L5a66upVo8HBmqt4zO6WlJrPRWYChAYGKjvv1zrOX75OMGLgllxdAUNvRoy7ZlpVPGoYmZJQgjxUCwKdKWUM0aYz9Ja/5ZOk0BgTmKYewBPKaXitNa/W61SK4lPiOfrrV8z+M/BKKUIeSqEHoE9yKUyPT8shBA2LdNAV0ZKTwfCtdbj0mujtS6frP33wGJbDPPwyHC6LurKplObaFWpFZOfnkw593JmlyWEEFZhyRF6A+BVYLdSamfic0MALwCt9eQsqs1qYuNjGb1xNMPXDcc1jys//u9HOvl1ksm0hBAOxZJRLhsAi5NPa/3GwxRkbTvO7KDLwi78e+5fXvB5gUmtJ1HctbjZZQkhhNU57JWit2JvMWztMMZuGotnAU9+e/E32lVrZ3ZZQgiRZRwy0NefWE/XRV05eOEgQbWCGPPEGArnK2x2WUIIkaUcKtCvxlxl8MrBfL3ta7zdvVnx6gpaVGhhdllCCJEtHCbQlx1aRvfF3Ym4GkHfun0Z0WwEBfIUMLssIYTINnYf6BduXqBfWD9m7ppJNY9qbOyykfpl65tdlhBCZDu7DXStNb/u+5U3l77JpehLfNDoA95//H3y5s5rdmlCCGEKuwz009dO03tpb37f/zu1S9Zm5Wsr8SvuZ3ZZQghhKrsL9Nm7Z9NlYRc0mtEtRtOvfj9y57K73RBCCKuzuwlMdp7bSXR8NG/XfZsBDQZImAshRCK7S8MBjw3AI58HnWt1NrsUIYSwKXYX6B75PRjQYIDZZQghhM2xuy4XIYQQ6ZNAF0IIByGBLoQQDkICXQghHIQEuhBCOAgJdCGEcBAS6EII4SCU1tqcN1YqEjjxgC/3AKKsWI49kH3OGWSfc4aH2edyWmvP9FaYFugPQym1TWsdaHYd2Un2OWeQfc4ZsmqfpctFCCEchAS6EEI4CHsN9KlmF2AC2eecQfY5Z8iSfbbLPnQhhBBp2esRuhBCiFQk0IUQwkHYdKArpVoppQ4opQ4rpQalsz6vUuqXxPWblVLe2V+ldVmwz/2VUvuUUruUUn8qpcqZUac1ZbbPydq1V0pppZTdD3GzZJ+VUi8mftZ7lVI/Z3eN1mbB97aXUmq1UuqfxO/vp8yo01qUUt8ppc4rpfbcY71SSk1M/P/YpZQKeOg31Vrb5AI4AUeACkAe4F/AJ1WbXsDkxMcdgF/Mrjsb9rkpkD/xcc+csM+J7dyAdcDfQKDZdWfD5/wI8A9QOPHrYmbXnQ37PBXomfjYBzhudt0Puc+NgABgzz3WPwUsAxRQD9j8sO9py0fodYDDWuujWuvbwBzg2VRtngV+SHw8D2iulFLZWKO1ZbrPWuvVWuubiV/+DZTJ5hqtzZLPGeATYDQQnZ3FZRFL9rkbEKK1vgSgtT6fzTVamyX7rIGCiY8LAaezsT6r01qvAy5m0ORZ4Edt+BtwV0qVfJj3tOVALw2cSvZ1ROJz6bbRWscBV4Ci2VJd1rBkn5MLwvgNb88y3WelVC2grNZ6cXYWloUs+ZwrA5WVUhuVUn8rpVplW3VZw5J9/hjopJSKAJYCb2VPaaa535/3TNnyPUXTO9JOPcbSkjb2xOL9UUp1AgKBxllaUdbLcJ+VUrmAL4E3squgbGDJ55wbo9ulCcZfYeuVUr5a68tZXFtWsWSfOwLfa62/UErVB2Ym7nNC1pdnCqvnly0foUcAZZN9XYa0f4LdbaOUyo3xZ1pGf+LYOkv2GaVUC+B9oK3WOiabassqme2zG+ALrFFKHcfoawy18xOjln5vL9Rax2qtjwEHMALeXlmyz0HAXACt9V+AC8YkVo7Kop/3+2HLgb4VeEQpVV4plQfjpGdoqjahwOuJj9sDq3Ti2QY7lek+J3Y/TMEIc3vvV4VM9llrfUVr7aG19tZae2OcN2irtd5mTrlWYcn39u8YJ8BRSnlgdMEczdYqrcuSfT4JNAdQSlXDCPTIbK0ye4UCryWOdqkHXNFan3moLZp9JjiTs8RPAQcxzo6/n/jccIwfaDA+8F+Bw8AWoILZNWfDPq8EzgE7E5dQs2vO6n1O1XYNdj7KxcLPWQHjgH3AbqCD2TVnwz77ABsxRsDsBJ40u+aH3N/ZwBkgFuNoPAjoAfRI9hmHJP5/7LbG97Vc+i+EEA7ClrtchBBC3AcJdCGEcBAS6EII4SAk0IUQwkFIoAshhIOQQBdCCAchgS6EEA7i/+F629lkx7FaAAAAAElFTkSuQmCC\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -408,38 +444,40 @@ }, { "cell_type": "code", - "execution_count": 215, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1. Training loss: 1.7747704404651792, Val loss:1.836060272685847\n", - "Epoch 2. Training loss: 1.667613435893138, Val loss:1.884380271066589\n", - "Epoch 3. Training loss: 1.612076698260816, Val loss:1.7920380866186585\n", - "Epoch 4. Training loss: 1.5961640973762112, Val loss:1.931678455370265\n", - "Epoch 5. Training loss: 1.574466585373759, Val loss:1.7038271778922347\n", - "Epoch 6. Training loss: 1.5556471268225416, Val loss:1.328181938291138\n", - "Epoch 7. Training loss: 1.433716952333287, Val loss:1.3034551973676902\n", - "Epoch 8. Training loss: 1.4443769449718962, Val loss:1.3102604561951254\n", - "Epoch 9. Training loss: 1.3563897439075219, Val loss:1.2614734569785104\n", - "Epoch 10. Training loss: 1.3044335283632955, Val loss:1.3115313554797934\n" + "Epoch 1. Training loss: 1.785575215877899, Val loss:1.72870680788549\n", + "Epoch 2. Training loss: 1.6981481588694345, Val loss:1.8156602874937537\n", + "Epoch 3. Training loss: 1.649055036237861, Val loss:2.4023848616527843\n", + "Epoch 4. Training loss: 1.6415075437676816, Val loss:2.301251254032971\n", + "Epoch 5. Training loss: 1.6083452002630334, Val loss:1.5743567199657376\n", + "Epoch 6. Training loss: 1.5609907378331422, Val loss:1.3388683938906716\n", + "Epoch 7. Training loss: 1.4753558337284465, Val loss:1.1671179801845752\n", + "Epoch 8. Training loss: 1.4985770175524635, Val loss:1.5487955014668493\n", + "Epoch 9. Training loss: 1.4802572140113182, Val loss:1.9627929725061415\n", + "Epoch 10. Training loss: 1.439524449850272, Val loss:1.3098725077730726\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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LdNzNd4xKoAtb4ezsjLe3t9FlCCsq110uYVHmmw4K23+epVWdViiU9KMLIcqUch3ooZGhNKzekOa1izY217WiKz5uPjI3uhCiTLHNQLfANJPJacmsObaGfk36FWq4Yk4mT5OsXiSEKFNsL9B/+AE8PWHp0hKdZsPJDSSmJBa5uyWLycPEkUtHuJJ8pUR1CCGEpRQY6EopF6XUVqXUbqXUPqXU27nsU1Ep9aNSKkoptUUp1cgaxQKwZw9cuwYPPABfflns04RFhVHBsQLdvbsX6/ib50YXQoiyoDAt9GSgu9baHzABfZVS7XPsMwa4pLVuAnwMvG/ZMm/y0kvwzjvQtSs8+SS8/DKkpxf5NKGRoQQ1DKJKhSrFKiNrHhfpdhFClBUFBro2S8z81jnzkfPOhEHAN5nPFwE9VHE6pgujdm34z39g5Up49ln46CMYPBgSEws+NtPxy8c5EHug2N0tAF6uXtSqVEtGugghyoxC9aErpRyVUruAC8BqrfWWHLt4AacAtNZpQDxQK5fzjFVKhSulwkt8c4OTE3zyCfzvfxAaCp06walThTo0LNI8XDGvxaALQyllXjRaRroIIcqIQgW61jpda20C6gNtlVI5pyXMrTV+2/3FWut5WutArXWgu7t70avNzTPPwO+/w7Fj0LYtbN1a4CGhUaE0rtmYZrWalejS/h7+7Dm/h7SMtBKdRwghLKFIo1y01peBP4G+OV6KBhoAKKWcgOrARQvUVzh9+sDGjeDiAkFB8NNPee6alJbEmqNr6N+kcLMr5sfkaSI5PZnDcYdLdB4hhLCEwoxycVdK1ch8XgnoCeRcK+lX4JHM50OAtbq0ZwBq2dLcOm/TBoYNg6lTIZcS1p9Yz/W06/kuBl1Ysmi0EKIsKUwLvS6wTikVAWzD3Ie+XCn1jlJqYOY+XwG1lFJRwARgonXKLYC7O6xZAyNHmj84HT0akpNv2SU0MhQXJxe6Nupa4svdVfsuKjhWkEAXQpQJBU7OpbWOAFrnsn3yTc+TgKGWLa2YKlaEb7+Fu+6CSZPg6FH45ReoUwcwB3rXRl2p7Fy5xJdydnSmpXtLWexCCFEm2N6dooWhFLzxhrkvfccOaNcO9u0j6mIUkRcj6d+k+MMVczJ5mth5dqfMMS2EMJx9BnqWoUNh/XpISoJ77iHs148ALNJ/nsXkaSLmWgznEs9Z7JxCCFEc9h3oAHffbf6w1NubsD8+o6mDO03cmljs9LJotBCirLD/QAdo0IBr61axzseB/htjzHeYpllm7Hj2FADSjy6EMFj5CHTgz9hwkhwy6O8/BObMgXvvhfj4Ep+3hksNGtVoJC10IYThyk2gh0WGUdm5Ml2mfgdffGEe3njPPeZRMCVk8jRJoAshDFcuAl1rTWhUKN29u+Pi5AJPPAGrVsHZs+YRMP/8U6Lz+3v4czjuMFdTrlqoYiGEKLpyEeiH4w5z9NLRWyfj6tYNNm+GmjWhe3f4/vtin9/kaUKj2XthrwWqFUKI4ikXgZ61GPRtsys2a2YO9Y4dYdQo841IGRlFPr9MASCEKAvKRaCHRobSvHZzvGt63/6imxusWAFjxsC775rngbl2rUjnb1i9IdUrVpdAF0IYyu4D/WrKVf468Vf+c59XqGD+oHT6dFi82Dxj49mzhb6GUgp/T38ZuiiEMJTdB/raY2tJSU8peHUipczL2y1dCgcOmOdW31X4FrfJw0TE+QjSM4q+HJ4QQliC3Qd6aGQoVStUpdMdnQp3wMCBsGGD+XmnTvDrr4U6zORp4mrqVY5cOlLMSoUQomTsOtC11oRFhdHDuwcVnSoW/kCTyTxdQPPmMGiQec3S2Nh8D5FFo4UQRrPrQD8Qe4AT8SeKtxh03brw11/QpIm5G2bevHx3b+HeAicHJ/lgVAhhGLsO9NDIUKAEi0FXrmxe+QigUaN8d3VxcqF57eayaLQQwjB2HehhUWH41vGlQfUGxT/J4MFQrZp5qoACmDxN0uUihDCM3Qb6leQr/H3i75IvZlGhgnkir2XLCpyh0d/Dn9MJp4m5GlOyawohRDHYbaCvObqG1IxUyyxmERwMcXHw99/57pZ1x6iMRxdCGMFuAz0sKgzXCq50bNCx5Cfr2xdcXGDJknx3yxrpIh+MCiGMYJeBrrUmNDKUXj69cHZ0LvkJq1Qxh/ovv+Q710vtyrXxcvWSFroQwhB2Geh7L+zldMJpiy4GTXAwnD4N4eH57iZzowshjGKXgZ49XNGCi0Fz773g5FRgt4vJ08SBmAMkpSVZ7tpCCFEI9hnoUaH4e/hTz7We5U6aNW/64sWgdZ67mTxNpOt09sfst9y1hRCiEOwu0OOT4vnn5D/Fuzu0IIMHQ1QU7NuX5y7+HvLBqBDCGHYX6KuPriZdp1sn0AcNMs/KmE+3i4+bD1Wcq0igCyFKnd0FemhkKDVcatC+fnvLn7xuXfPC0vkEuoNywN/TXwJdCFHq7CrQs2ZX7O3TGycHJ+tcJDgYdu+Go0fz3MXfw7zYhc6nr10IISzNrgJ917ldnEs8V/zJuApj8GDz119+yXMXk6eJK8lXOH75uPXqEEKIHOwq0LOGK/Zt0td6F/H2htat8+12kUWjhRBGsKtAD4sKo03dNnhW9bTuhYKDYePGPNcd9a3ji4NykDtGhRClym4C/eL1i2yK3mTd7pYsWd0uS5fm+nJl58o0q9VMWuhCiFJlN4G++shqMnSGdYYr5tSiBTRrVmC3iwS6EKI02U2gh0aF4lbJjbZeba1/MaXM3S7r1sHFi7nuYvIwcSL+BJeuX7J+PUIIgZ0EeobOICwyjD4+fXB0cCydiwYHQ3o6/PZbri9nTaUbcT6idOoRQpR7BQa6UqqBUmqdUuqAUmqfUmp8Lvt0VUrFK6V2ZT4mW6fc3O04u4OYazGl092SJTAQ6tfPc/iijHQRQpS2wtx9kwa8pLXeoZRyBbYrpVZrrXPOPvW31vpey5dYsNDIUBSKPj59Su+iWd0u8+ZBYiJUrXrLy55VPfGo4iGLRgshSk2BLXSt9Vmt9Y7M5wnAAcDL2oUVRWhkKHd73Y17FffSvXBwMCQlwYoVub4si0YLIUpTkfrQlVKNgNbAllxe7qCU2q2UClNKtczj+LFKqXClVHhMjGUWUo69FsvW01stu5hFYXXqBO7ueY528ffwZ1/MPlLSU0q5MCFEeVToQFdKVQUWAy9ora/keHkH0FBr7Q98AuQ6QFtrPU9rHai1DnR3t0xremXUSjTasotZFJajIwwcCMuXQ3LybS+bPE2kpKdwMPZg6dcmhCh3ChXoSilnzGE+X2t9W3NUa31Fa52Y+TwUcFZK1bZopXkIjQrFvbI7gfUCS+NytwsOhoQEWLPmtpfkg1EhRGkqzCgXBXwFHNBaz8hjH8/M/VBKtc08b5wlC81NekY6K6NW0qdJHxyUQSMwe/QAV9dcu12a1mqKi5OL9KMLIUpFYVKwIzAK6H7TsMT+SqlxSqlxmfsMAfYqpXYDs4HhuhTmjt12Zhtx1+OM6T/PUrGieb3RZcvM49Jv4uTgRKs6rWSkixCiVBQ4bFFrvQFQBezzP+B/liqqsMIiw3BQDvT26V3al75VcDAsWAAbNkBQ0C0vmTxNLD6wGK01mb/ECCGEVdj0naKhUaG082pHrcq1jC2kb19wccm128XkaeLi9YucTjhtQGFCiPLEZgP9fOJ5ws+El+7doXmpWhX69DEHeo6eJlk0+ob0jHQZwimEFdlsoK88shKgbAQ6mKfUjY6G8PBbNvt5+AES6AAP/vwgVd6rwoD5A/g+4nsuJ102uiQh7IqVFt60vtDIUDyqeGQPDTTcffeZx6UvWQJ335292bWiK03cmpT7QN8cvZklB81dUhtObSA0KhQnByd6ePcguHkwg+4chEdVD4OrFMK22WQLPS0jjZVHVtKvaT/jhivm5OYG3brl2e1Snlcv0lrz2h+vUbtybaZ0m0Lkc5FsGrOJF9u/SNTFKJ5a/hR1P6pLl5AuzNw8kxOXTxhdshA2qYykYdFsid7C5aTLpbM6UVEEB8Phw3DgwC2bTZ4moi5GkZCcYFBhxgqLCmP9ifW8FfQWk7pMok6VOrSv354Pen1A5HOR7B63m8lBk7mcdJkXV75Io1mNCJwXyHt/vyd32QpRBDYZ6KGRoTgqR3o17mV0Kbe6/37zLIw5RrtkdQuVx7nR0zPSmfjHRHxq+vBkmydve10phZ+HH291fYuIpyM4/Oxh3u/5Pk4OTryx9g2az2lOizktmLR2EjvO7qAUbm8QwmbZZKCHRYVxT4N7qFmpptGl3KpuXejQIc9AL4/dLj/s+YE9F/YwtftUKjhWKHD/prWa8mrHV9n8xGZOvXiKT/p9gmdVT/674b+0mdcG71neTFg5gQ0nN5CekV7g+YQoT2wu0Pde2MvOczvpckcXo0vJXXAw7NwJx45lb/Jy9cKtklu5+2A0KS2JSesmEVA3gAdbPljk4+tXq8+zbZ9l7SNrOf/yeb4a+BW+dXyZs20OnUM64zXDi3HLx7HqyCpS01Ot8A6EsC02F+jv/PUOAFdTrxpcSR4GDzZ/vWklI6VUuVw0eu62uZyMP8n7Pd8v8YfXtSvX5vHWj7P8oeXEvBLDggcWENQoiO8jvqfP932oM70Oo38ZzdKDS7mWes1C70AI26KM6pMMDAzU4TnGbBfGmYQzTFk/hXe6vlP6C1oUlslkvtlow4bsTS+tfIlPwz8l4d8JODnY7GjRQotPiqfx7Ma0qduGVaNWWe0611Ov88fRP1hycAnLDi7jUtIlKjtXpl+TfgQ3D2Zoi6E4Ozpb7fpClDal1Hatda7Ty9pcC72eaz3mDphbdsMczN0uGzfCuXPZm/w9/UlKSyIyLtLAwkrPhxs/5OL1i0zrOc2q16nkXIn77ryPkEEhnH/5PH+M+oNH/R9l46mNPLzkYbp/053Ya7FWrUGIssLmAt0mBAebx6IvW5a9qTzNjX424SwzNs1guO9wAuoGlNp1nR2d6dG4B3MGzCF6QjQmDxMbTm1g7ra5pVaDEEaSQLeGli2hadNbRrvcVfsuKjhWKBeB/vZfb5OakcrUblMNq8FBOTC993TDri+EESTQrUEpcyt97Vq4dAmACo4VaOne0u6HLh6KPcSXO75kXJtx+Lj5GFpLj8Y96NigIyG7QmSIoygXJNCtJTgY0tLM641m8vf0t/sW+qR1k3BxcmFSl0lGlwLAC+1f4NjlYyw/vLzgnYWwcRLo1hIYCF5et3S7mDxMnL96nnOJ5/I50HZtid7Cov2LePmel8vMRFv333U/d1S/g1lbZhldihBWJ4FuLQ4O5jHpK1bAVfOYeXv+YDRrAi73yu681OElo8vJ5uTgxDN3P8O64+vK5dQLonyRQLem4GBISjKHOjfmRrfHRaNXRK3grxN/MTloMq4VXY0u5xZPBDxBJadKzNosrXRh3yTQralzZ6hVK/uu0ZqVatKwekO7WzQ6Q2cwcc1EGtdszNg2Y40u5zZuldwY7T+a+XvmE3M1xuhyhLAaCXRrcnKCQYPgt98gxbz0mj1OAfDDnh+IOB/B1G6Fm4DLCM+3e57k9GTmbZ9ndClCWI0EurUFB8OVK+YhjJgD/XDcYbuZbyQ5LZlJayfR2rM1w3yHGV1Onlq4t6C3T28+Df9UJvISdksC3dp69ABX1+zRLv4e/mToDPZe2GtwYZbxWfhnnIg/YZEJuKxtfLvxnEk4w6L9i4wuRQirKNv/A+2BiwsMGABLl0J6ul2NdIlPimfK+in0bNyTXj5lbLGRXPRt0pdmtZoxc8tMo0sRwiok0EvD4MEQEwP//EOjGo2oVrGaXQT69I3Tibsex7Qe1p2Ay1IclAPPtX2Orae3sjl6s9HlCGFxEuiloV8/qFgRlizJnhvd1qcAOJtwlhmbZzCs5TDa1GtjdDmF9oj/I1SrWE1uNBJ2SQK9NLi6Qu/e5uGLWuPv4c/uc7vJ0BlGV1ZsU9ZPISU9handjZuAqzhcK7ryROsnWLR/EaevnDa6HCEsSgK9tAQHw8mTsGMHJk8TV1OvcuTiEaOrKpbDcYeZt30eT7V5iiZuTYwup8iebfssGTqDT7d9anQpQliUBHppue8+cHM1kucAAB/OSURBVHSEJUtsftHoSWvNE3D9p8t/jC6lWLxrejPwzoF8vv1zrqdeN7ocISxGAr201KoFXbvCkiW0cG+Bo3K0yQ9Gt53exs/7f+alDi+VmQm4imN8u/HEXY9j/p75RpcihMVIoJem4GA4eBCXyGM0d29uc4F+ywRc95SdCbiKI6hhEH4efszaMguj1tUVwtIk0EvToEHmr5ndLrYW6KuOrGLd8XX8p8t/qFaxmtHllIhSihfavcDeC3tZd3yd0eUIYRES6KXJywvatzcHuoeJ0wmnbWYB4wydwWt/vIZ3DW+eCnzK6HIsYkSrEbhXdpchjMJuSKCXtuBg2LEDf+UJ2M5Uugv2LGD3+d1M7V52J+AqKhcnF55q8xS/HfrNZkccCXEzCfTSNngwAP6bjgG2MQVAcloyk9ZNwuRpYrjvcKPLsain734aRwdHPtn6idGlCFFiBQa6UqqBUmqdUuqAUmqfUmp8LvsopdRspVSUUipCKRVgnXLtQJMm4OeH+9JVeLl62cTQxc+3f87xy8dtYgKuoqrnWo8HWz7I1zu/5kryFaPLEaJECvO/Mw14SWvdHGgPPKOUapFjn35A08zHWGCuRau0N8HBsGED/jXvKvMt9CvJV5iyfgo9vHvQq3HZn4CrOMa3G09CSgL/t+v/jC5FiBIpMNC11me11jsynycABwCvHLsNAr7VZpuBGkqpuhav1l4EB4PWmOIqcCD2AMlpyUZXlKfpG6cTey2WaT2noZQyuhyraOvVlg71OzB7y2ybno5BiCL9/qyUagS0BrbkeMkLOHXT99HcHvoopcYqpcKVUuExMeV4KTBfX/DxwbTjDGkZaeyP2W90Rbk6l3iOGZtm8GDLBwmsF2h0OVY1vt14jlw6wu+Hfze6FCGKrdCBrpSqCiwGXtBa5+xszK3pdtvdGlrreVrrQK11oLu7e9EqtSdKQXAwpj/Mi1yU1W6XKX9NITk9mandbGsCruIIbh6Ml6uXDGEUNq1Qga6UcsYc5vO11kty2SUaaHDT9/WBMyUvz44FB+MTm04VVbFMBnpkXCTzdsxjbMBYmtZqanQ5Vufs6Mwzdz/DmmNr7GY1KVE4q46s4pGlj9jMPSH5KcwoFwV8BRzQWs/IY7dfgdGZo13aA/Fa67MWrNP+tG2LQ916+CVWYdf5shfok9ZNoqJjRf4TZJsTcBXH2DZjcXFyYfaW2UaXIkrJkYtHGLhgIN/u/pYZm/KKN9tRmBZ6R2AU0F0ptSvz0V8pNU4pNS5zn1DgKBAFfAH8yzrl2hEHBxg8GNOheHaf212m5hMJPxPOT/t+YkKHCXhW9TS6nFJTq3ItRvmN4ruI74i7Fmd0OcLKrqdeZ8jPQ6joVBEH5cC5hHNGl1RihRnlskFrrbTWflprU+YjVGv9mdb6s8x9tNb6Ga21j9a6ldY63Pql24HgYPxPpxOfHM+J+BNGVwPcmICrduXavHzPy0aXU+qeb/c8SWlJzNs+z+hShJWNXzGeXed28UPwD4xpPYYf9v7A2QTb7liwr7tEbE2XLpiumSe5Kiv96KuPrmbtsbV2MQFXcfjW8aWHdw/mbJtDanqq0eUIK/lu93d8seMLJnacyIBmA3it42ukZqTy0aaPjC6tRCTQjeTkRKv2A3HIgN2ndxhdza0TcLWxjwm4imN8u/GcTjjNkgO5ff4vbN2+C/sY9/s4ghoGMaX7FAB83Hx4qNVDzA2fa9MfjkqgG6zy4AdpFge79q0xuhR+3Psju87tYkq3KVR0qmh0OYYZ0GwAPjV9ZAijHUpITuCBnx7AtYIrCx5YgJODU/Zr/+70b66nXmfm5pkGVlgyEuhG69UL/1hHdsXsMbSMlPQU3lj7Bv4e/oxoNcLQWozmoBx4vt3zbIrexLbT24wuR1iI1pqxy8cSeTGShUMWUtf11pvZW7i34IEWD/DJ1k+4nHTZoCpLRgLdaC4umNxacNwpgctXjRtZ8Xn45xy7fMwuJ+AqjkdNj+JawVVa6XZkbvhcFu5dyJRuU+jaqGuu+7zR+Q2uJF9hztY5pVuchcj/3DLA1GYAABFrFxhy/YTkBKasn0J37+709ultSA1lTbWK1Xi89eP8uO9HziTIPXK2LvxMOC+ufJH+TfszsdPEPPczeZoY0HQAH2/+mMSUxFKs0DIk0MsA//6PA7Drn8WGXP+jTR8Rcy2GaT3sdwKu4niu7XOkZ6Qzd5tMHmrLLl2/xNCfh+JZ1ZNv7/+2wN9A3+j8BnHX4/g8/PNSqtByJNDLAE/PJtRJrcCuU9uglG8wOp94nukbpzO0xVDu9rq7VK9d1vm4+XBvs3v5fPvnJKUlGV2OKIYMncHopaM5feU0Pw/9mVqVaxV4TIcGHejh3YPpm6ZzPfV6KVRpORLoZYBSCpNrU3ZXvQo7d5bqtaesn0JSWhLvdn+3VK9rK15o/wIx12JYsMeY7jBRMh/+8yHLDy/no94f0darbaGPm9RlEucSz/H1zq+tWJ3lSaCXEabm3dlbB1KX/Gz1a2mt2XthL2//+TZzw+cyym9UuZiAqzi6NeqGbx1fZm2ZVaamZxAFW39iPW+sfYOhLYbybNtni3RsUMMgOjboyAcbPyAlPcVKFVqeBHoZ4e/dnhQnOLj2J6ucP/ZaLAv3LuSxZY9R/+P6tJrbirf+eosMnUGD6g0KPkE5pZRifLvx7D6/m79O/GV0OaKQzieeZ/ii4TSu2ZgvB35Z5M+GlFK80fkNTsaf5PuI761UpeU5FbyLKA0mTxMAu64epdXBg3DXXSU6X0p6CpujN7MyaiWrjq5i+5ntaDQ1XWrSs3FP+vj0oU29Nqw+sprHWj9mibdgtx5u9TAT/5jIrC2z8hzuJsqO9Ix0RiweweWky6wcubLYU1j0bdKXgLoB/HfDfxntP/qWm5DKqrJfYTnRrFYzXBwrstszmVEdOsDgwXD//dCtG7i6Fni81pojl45kB/jaY2tJTEnEUTnSvn573u76Nr19ehNYLxBHB8fs47J+kIi8VXKuxNg2Y5m2YRrHLh3Du6a30SWJfLz555usO76OkEEhtPJoVezzKKWY1HkSwT8F89O+n3io1UMWrNI6lFH9goGBgTo8XCZlvNndX9xN9aho/vjgHDg7Q2oqODlBx47Qpw/07g2tW5un3gXik+JZe2wtq46sYuWRlRy7fAwA7xre9PHpQ2+f3nT37k51l+pGvi27EH0lGu9Z3jzf9nk+6mPbEzjZs7DIMPr/0J/HTY/z1aCvSny+DJ2B31w/NJo9T+8pEzfdKaW2a61zXRNSAr0MefLXJ/nlwBJi1Guohx+Gw4dh5UpYtQp27iRdQXjLGqzq2oCVXklsTjlKuk6naoWq5puCGvemT5M++NT0kfHkVjBi8QjCIsM49eIpXCsW/FuTKF0n40/S+vPW1K9Wn81jNlPJuZJFzrtgzwIeWvIQSx5cwuDmgy1yzpKQQLcRc7bO4dmwZ4l+MRqvauY1tk/Fn2LVkVWs2v8rfxxby8WMRJSGNmeg9xHogw/tA++nQp/+5pZ8xfI7qZa1bY7eTIevOvBJv0+KPGpCWFdKegpdQrqwP2Y/28dut+iorfSMdO6acxfVKlYj/MlwwxtL+QW69KGXIVn92Z9v/5yE5ARWHlnJgdgDANRzrcdAvyH08elDz0bdqR152tx6X7kSPp4NH3wElStD167m7pk+faBZM/OC1MIi2tdvT1uvtszeMpt/3f2vMvHrtzB7ZdUrbDm9hUVDF1l8CK6jgyP/7vRvxvw6hhVRK+jXtJ9Fz29J0kIvQxKSE6g+rToaTUXHinRt1JXePr3p7dOblu4t824ZJCbCunU3Aj4qyry9YcMb4d6jB1SXvvSS+mHPDzy85GF+f+h3+jftb3Q5Avh53888uOhBxrcbz8y+1pn6NiU9haafNMXL1Yt/Hv/H0Fa6dLnYkDHLxvD1rq95t/u7vN759eKd5OhRc7/7ypWwZg0kJICjI7Rvf+PD1cBA8zZRJCnpKXjP8sa3ji8rR640upxy73DcYQLnBdKyTkv+evQvKjhWsNq1Pt32Kc+EPsPa0Wvp5t3NatcpiAS6DYm9FkvIzhAea/0YtSvXLvkJU1Nh8+Ybrfft283zxbi5QefO5tE0TzwB7dpBjRolv1458O76d5m0bhL7/rWPFu4tjC6n3Lqeep32X7Un+ko0O5/ayR3V77Dq9ZLSkvCe5U1L95b8MfoPq14rPxLo4obYWFi92hzuS5aYW+9ZPDzMNzTlfNxxR/ZQSQExV2No8HEDHjU9ymf3fmZ0OeXWmGVjCNkVQujDofRt0rdUrvnRxo94efXLbHx8Ix0adCiVa+YkgS5yFxMDH34Ifn5w5gwcOgQHD8KBA3Dp0o39XFzMH7DeHPJ33ml+VKliXP0GGrNsDAv2LiB6QjRuldyMLqfcCdkZwuO/Ps6kzpOy1wUtDYkpiTSa2Yj29duz/KHlpXbdm0mgi6LR2tySP3jwRshnPY4dg4yMG/s2aHBryGc9r1fPrkfYRJyPwP8zf97v+T6vdnzV6HLKlYjzEbT7sh33NLiHVSNX3XLnc2nI6nLbMXYHreu2LtVrgwS6sKTkZPMomptDPiv4b+6+qVo196CvX988Vr5CBZv/ULb7N92JuhjF0fFHbWKeD3twJfkKgfMCSUxJZOdTO/Go6lHqNcQnxdNwZkN6Nu7JogcXlfr1ZRy6sJyKFaFlS/PjZlrD2bO3h/z69fB9HrPVOTiYgz3nIyvw83sUZp/UVIiIgOHDzfXWq2fRG6/GtxvP/T/ez9KDSxnSYojFzityp7XmiV+f4Oilo6x9ZK0hYQ5Q3aU6z7Z9lvf+fo/9MfvL1Afj0kIX1nf1qnkagw8/hAULoH9/6NABUlLMLf6UlLwfBb1+8z7JyQWv+FS7Nnh53f6oV+/G81q1CtVdlJ6RTtNPmlLPtR4bHt9goT8skZfZW2YzfsX4MtHNFXstloYzGxLcPJjvBn9XqteWLhdRNsTGQkgIPPaYOVitIT39RtCfPg1ffWUekpmYaP7+9GnzB8BZzy9cuP2HQMWKtwZ8zsDP+t7FhY83fcyEVRMIfzKcNvXaWOc9CbZEb6FzSGf6NunL0uFLy8Rdui+vepmPN3/M4WcP4+PmU2rXlUAXIi+pqeauoqyAz/nICv9r124/tlYt4ht6Un/AQQZfvYNv9zSBBx6ANm3Mo4KqFW8ebnGruGtxtP68NY4OjuwYu4OalWoaXRIAZxPO4j3Lm1F+o/hi4Beldl3pQxciL87O5nH2d+RzU4rWEB+fa+BXP32aR09e4PM7jvHBpmN4rl594zhPT3Ow33mn+WvWc29vcx+/KFCGzmDUL6M4f/U8/zz+T5kJc4C6rnV5IuAJ5m2fx+SgyWVi5S9poQtRQpFxkTT7XzPedOjOW93fMXfjHD5sfhw6ZP4aE3PjAEdHaNz41pDP+lq3rl0P9yyqrCGCn/b/lKfvftrocm5zMv4kPrN9eDrwaWb3m10q15QuFyGsrPd3vdl4aiMR4yJo7Nb49h0uXbo95A8dgshIuH79xn5Vqtwe8lnBX866cNYdW0fP73oyrOUw5gfPN3za2ryMWTaGH/b+wLHxx/Cs6mn160mgC2Fl//r9X8wNn4tbJTdWjVxV+A9IMzLM3Tc3h3xW8B8/futNXDd34Xh5QXQ0TJ5svrnLzpxNOEvrz1tTs1JNtj25jaoVqhpdUp4i4yK5a85dvNThJT7o9YHVryeBLoSVxV6LZfK6ySw9uJS463F81Psjnrn7mZK1KpOT4ciRW0M+ZxeOo6N53dlevcyzaPr52fy8O+cSz3HPV/dwLvEc257cRss6LQs+yGAPL3mYZQeXceKFE9SqXMuq15JAF6KUxF2L45Glj/B75O8ENw/mq4FfUcPFCrNYRkXBtGnmD3U3bIC9e83b3d3N4Z718PKy/LWtrPPXndlwagPDWg5j4ZCFRpdTKPsu7MN3ri+Tu0zm7W5vW/VaJQp0pdTXwL3ABa21by6vdwWWAccyNy3RWr9TUFES6MJeZegMZmyawb/X/Jv61erz45AfaevV1roXPXMG/vjDPJPm6tVw/rx5e4sWN1rvQUFlfjK1L3d8yZO/PUmnBp34ZfgvlplCupQE/xjMuuPrOD7+uFUXZs8v0NFa5/sAugABwN48Xu8KLC/oPDkfbdq00ULYs02nNumGHzfUzu846xkbZ+iMjIzSuXBGhta7d2v94Yda9+6ttYuL1qC1s7PWXbtq/e67Wm/dqnVaWunUU0h/Hf9LO7/jrHt/11unpqcaXU6RhZ8O17yFfm/9e1a9DhCu88jVQnW5KKUaZYZ2Xi30l7XW9xblp4y00EV5cOn6JR5b9hjLDi1j4J0DCRkUUvrT7SYlmbtlVq0yt9537TJvd3MzL02Y1YJv2LB067rJsUvHaPtlW9wqubHliS3W6aYqBf3n92fbmW0cH3+cKhWs89tQifvQCxHoi4Fo4AzmcN9X0Dkl0EV5obVm9pbZvLL6Feq61mXhAwsNWxwBMHfHrFlzI+DPnDFvb9rUHOy9epk/aLXkMMm0NPPQzbi4G4+LFyEujoS4M9zjEEK0QyJbtgfQ7HiC+e5dDw/zvDrVq5sf1ardeJ7zcfNr1aqBkzH3TG48tZGOX3dkRu8ZvNjhRatcw9qBXg3I0FonKqX6A7O01rkuu62UGguMBbjjjjvanDhxotBvQghbt+30NoYtGsapK6d4r/t7vHTPS8bPSaK1eUGTrHD/80/zNAdZa9Bmtd7vvtscklqbp0m+KZBve+S2PT4+18tnKBg8HH5vCmHrG9Ar9Q5z8O/fb54h08PDfOzNj5SUgt9XlSr5/xC4ebtSsGULPP20+ZolHCXU/ZvuHIo7xJHnj+Di5FKic+XGqoGey77HgUCtdWx++0kLXZRHl5Mu88SvT7D4wGL6N+3PN/d/U7Y++EtOhk2bbgR81hq0VTPHgSclmVvbealWzdyqvvnh5nb7tsztrx+cw3+3zWB239k81+458zkKmsQtKckc7Feu3B72WY+CXsttbh4wT8zWsKF5eobcHm5uBd7Ju+boGnp+15O5A+YyLnBcIf7Qi8baLXRP4LzWWiul2gKLgIa6gBNLoIvySmvNp9s+ZcKqCbhXdmfhkIV0uqOT0WXlLi7O3D3z8cfmxca7dYN+/XIP6Jo1zcMoC2l+xHxG/jKSsQFj+ezez0r3TtDU1Buhf/w4/PCD+YatmBjzqlxZj4sXbz3O1TXvsPf2hipV0Fpzz9f3cDbhLJHPReLsWPg/k8Io6bDFBZhHstQGzgNvAs4AWuvPlFLPAk8DacB1YILWemNBRUmgi/Jux9kdPPjzgxy/fJwp3abwWqfXjO+CyYuFpz7eEr2FoP8Lon399qwatYoKjmV0srIrV24N+JyPnC19d3fw9ub3VhW5t8HfhFR/hEdbPmwO+zvusMikbHJjkRBl1JXkK4z9bSw/7vuRPj59+Hbwt9SpUsfosqwq+ko0d39xN5WcKrH1ya1lq8upKLS+vUWf+dDHjhLQ6yhXneHA/8BRY+6b9/IyL8NYvz58+mmxfjhKoAtRhmmt+WLHFzwf9jxuldxY8MACghoFGV2WVVxLvUaXkC4cijvEpjGb8K1T4MdyNmvR3p8YungYC1tMZthV7xuB//ff5m6eDz6AV14p8nkl0IWwARHnIxj681CiLkbxZtCbvNH5jVJf0d6atNYMXzycn/f9zLLhy7jvzvuMLsmqMnQGvp/64ujgyO5xu290p5Ww+yq/QC+jHXZClD9+Hn5sH7udh1o9xJt/vkmf7/twLvGc0WVZzNT1U/lp309M6znN7sMcwEE58Hrn19l7YS+/Hfrtxgu1a5tb5lZYhlECXYgypGqFqnx7/7d8NfArNp7aiOkzE2uOrjG6rBJbcmAJk/+czCi/UbxyT9G7GWzVcN/hNK7ZmKl/T6U0ekMk0IUoY5RSPN76cbY9uQ23Sm70+q4Xb657k/SMdKNLK5Zd53Yx6pdRtK/fnnn3zSuzC1VYg5ODE//u9G/Cz4Sz6sgqq19PAl2IMqplnZZse3Ibj5ge4Z3179Dj2x6cSThjdFlFcj7xPAMXDMStkhu/DPvFKndOlnWj/UdTv1p93v37XatfSwJdiDKsSoUqhAwK4Zv7v2HbmW2YPjOxMmql0WUVSnJaMoN/HEzstViWDV9WKsuzlUUVHCvw6j2v8vfJv1l/Yr1VryWBLoQNGO0/mvAnw/Go6kHf+X15fc3rpGXkcwu+wbTWPLX8KTZFb+Kb+78hoG6A0SUZ6omAJ6hTpQ5T10+16nUk0IWwEc3dm7P1ia08GfAk/93wX7xnebP88HKjy8rVjE0z+Gb3N7wZ9CZDWw41uhzDVXKuxMsdXmb10dVsid5itetIoAthQyo5V2LeffN4yPchoq9Ec9+C+7h/4f0ciDlgdGnZQiNDeWX1KwxpMYTJQZONLqfMGBc4DrdKblbtS5dAF8IGzeo3i6ndp/J6p9dZe2wtvnN9GfvbWMM/NN0fs5/hi4Zj8jTxf4P+r+zOTWMA14qujG83nt8O/8aLK14k9lq+E9IWi9wpKoSNi7kaw9T1U5kbPhdnR2cmtJ/AKx1foVpFCy5QUQhx1+Jo+2VbrqZcZduT22hQvUGpXt8WXLp+ibof1SU5PZkPen7AKx0te+u//PgUwsa5V3FnVr9ZHHjmAAPvHMjUv6fiM9uHT7Z8Qkp6IRaDsIDU9FSG/jyU6CvRLB2+VMI8DzUr1eT3h3/nvz3+y2OtH7P4+aWFLoSdCT8TzqurX2Xd8XX41PThvR7vMbTFUKve0POv3//F3PC5fHP/N4z2H2216whpoQtRrgTWC2TN6DWEPhRKZefKDFs0jHZftuPP439a5XqfbvuUueFzefWeVyXMDSaBLoQdUkrRr2k/dj61k5BBIZxNPEu3b7ox4IcB7L2w12LXWXN0Dc+HPc+9ze7lvR7vWey8ongk0IWwY44OjjxqepTDzx7m/Z7v88/Jf/D/zJ/Hlz1O9JXoEp076mIUQ38eyl2172J+8Hy7murXVkmgC1EOVHKuxKsdX+XI80d4od0LzN8zn6afNGXiHxO5nHS5yOeLT4rnvgX34aAc+HXEr6U+okbkTgJdiHKkVuVafNTnIw49e4ghLYbw/j/v4zPbh483fUxyWnKhzpGekc7wxcOJuhjFogcX0bhmYytXLQpLAl2IcqhRjUZ8N/g7dozdQZu6bZiwagJ3zbmL+RHzydAZ+R776upXWRG1gjn959C1UdfSKVgUigS6EOVY67qtWTVqFatGrqKGSw1G/jKSwHmB/HH0j1z3D9kZwozNM3iu7XOMbTO2lKsVBZFAF0LQy6cX28du57vB33Hx+kV6fdeLPt/3Yde5Xdn7/HPyH55a/hQ9G/dkRp8ZBlYr8iKBLoQAzGtgjvQbycFnD/JR74/YdnobAZ8HMPqX0fx94m8G/ziYRjUa8dOQn3BycDK6XJELuVNUCJGry0mXmbZhGjM3zyQ5PRkXRxfWPrKWDg06GF1auSZ3igohiqyGSw2m9ZxG5HORdL6jM0npSWw4ucHoskQ+5PcmIUS+GlRvwJJhSwjZGWKVCaWE5UigCyEKVLty7WJN9SpKl3S5CCGEnZBAF0IIOyGBLoQQdkICXQgh7IQEuhBC2AkJdCGEsBMS6EIIYScMu/VfKRUDnCjm4bWBWAuWU9bY8/uT92a77Pn92dJ7a6i1ds/tBcMCvSSUUuF5zWVgD+z5/cl7s132/P7s5b1Jl4sQQtgJCXQhhLATthro84wuwMrs+f3Je7Nd9vz+7OK92WQfuhBCiNvZagtdCCFEDhLoQghhJ2wu0JVSfZVSh5RSUUqpiUbXYylKqQZKqXVKqQNKqX1KqfFG12RpSilHpdROpdRyo2uxNKVUDaXUIqXUwcy/Q7tZp00p9WLmv8m9SqkFSikXo2sqCaXU10qpC0qpvTdtc1NKrVZKRWZ+rWlkjcVlU4GulHIE5gD9gBbACKVUC2Orspg04CWtdXOgPfCMHb23LOOBA0YXYSWzgBVa67sAf+zkfSqlvIDngUCttS/gCAw3tqoS+z+gb45tE4E1WuumwJrM722OTQU60BaI0lof1VqnAAuBQQbXZBFa67Na6x2ZzxMwB4KXsVVZjlKqPjAA+NLoWixNKVUN6AJ8BaC1TtFaXza2KotyAioppZyAysAZg+spEa31euBijs2DgG8yn38D3F+qRVmIrQW6F3Dqpu+jsaPQy6KUagS0BrYYW4lFzQReBTKMLsQKGgMxQEhml9KXSqkqRhdlCVrr08B04CRwFojXWq8ytiqr8NBanwVz4wqoY3A9xWJrga5y2WZX4y6VUlWBxcALWusrRtdjCUqpe4ELWuvtRtdiJU5AADBXa90auIqN/sqeU2Zf8iDAG6gHVFFKjTS2KpEXWwv0aKDBTd/Xx8Z//buZUsoZc5jP11ovMboeC+oIDFRKHcfcTdZdKfW9sSVZVDQQrbXO+o1qEeaAtwc9gWNa6xitdSqwBLjH4Jqs4bxSqi5A5tcLBtdTLLYW6NuApkopb6VUBcwfzvxqcE0WoZRSmPtgD2itZxhdjyVprf+tta6vtW6E+e9srdbablp5WutzwCml1J2Zm3oA+w0syZJOAu2VUpUz/432wE4+8M3hV+CRzOePAMsMrKXYnIwuoCi01mlKqWeBlZg/bf9aa73P4LIspSMwCtijlNqVue11rXWogTWJwnsOmJ/Z0DgKPGZwPRahtd6ilFoE7MA8EmsnNn6bvFJqAdAVqK2UigbeBKYBPymlxmD+ITbUuAqLT279F0IIO2FrXS5CCCHyIIEuhBB2QgJdCCHshAS6EELYCQl0IYSwExLoQghhJyTQhRDCTvw/2nBYPpDbsCEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "nn.fit_epoch(X_train,y_train,X_test,y_test,lr=0.005,epochs=10,bs=512,l2=2)" + "nn.fit_epoch(X_train,y_train,X_test,y_test,lr=0.005,epochs=10,bs=512,l2=1)" ] }, { @@ -451,68 +489,98 @@ }, { "cell_type": "code", - "execution_count": 231, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1. Training loss: 0.45845793130522283, Val loss:0.48903680498663143\n", - "Epoch 2. Training loss: 0.4582247759260012, Val loss:0.48883061577756726\n", - "Epoch 3. Training loss: 0.45799266225662205, Val loss:0.4886254777271667\n", - "Epoch 4. Training loss: 0.4577615435269322, Val loss:0.4884215619011196\n", - "Epoch 5. Training loss: 0.45753134946501545, Val loss:0.4882187336015906\n", - "Epoch 6. Training loss: 0.45730222322961717, Val loss:0.48801723002392683\n", - "Epoch 7. Training loss: 0.45707420259415327, Val loss:0.487816088738688\n", - "Epoch 8. Training loss: 0.4568468616198956, Val loss:0.48761576082783775\n", - "Epoch 9. Training loss: 0.45662038879993294, Val loss:0.48741632573261\n", - "Epoch 10. Training loss: 0.45639492714322266, Val loss:0.48721803403568553\n", - "Epoch 11. Training loss: 0.45617048177104697, Val loss:0.4870208311850455\n", - "Epoch 12. Training loss: 0.455946990032156, Val loss:0.48682431984236274\n", - "Epoch 13. Training loss: 0.4557246203788284, Val loss:0.48662917171409625\n", - "Epoch 14. Training loss: 0.45550307200943546, Val loss:0.48643501278037565\n", - "Epoch 15. Training loss: 0.4552823747354945, Val loss:0.486241697492381\n", - "Epoch 16. Training loss: 0.45506251630417827, Val loss:0.48604865207602144\n", - "Epoch 17. Training loss: 0.4548437434035973, Val loss:0.48585581353127655\n", - "Epoch 18. Training loss: 0.45462591572815264, Val loss:0.4856631876442828\n", - "Epoch 19. Training loss: 0.4544089012658283, Val loss:0.48547099109042335\n", - "Epoch 20. Training loss: 0.4541926744542612, Val loss:0.4852797746265188\n", - "Epoch 21. Training loss: 0.45397722802025886, Val loss:0.4850895843053102\n", - "Epoch 22. Training loss: 0.4537625784921686, Val loss:0.4849000046559279\n", - "Epoch 23. Training loss: 0.45354868249300284, Val loss:0.4847115906055002\n", - "Epoch 24. Training loss: 0.4533352961555632, Val loss:0.48452424622783813\n", - "Epoch 25. Training loss: 0.4531227028359986, Val loss:0.4843380317244991\n", - "Epoch 26. Training loss: 0.45291084669314474, Val loss:0.48415285375926476\n", - "Epoch 27. Training loss: 0.4526998632496883, Val loss:0.4839684177218872\n", - "Epoch 28. Training loss: 0.4524895619137821, Val loss:0.4837845759604407\n", - "Epoch 29. Training loss: 0.45227967792814866, Val loss:0.4836015083896917\n", - "Epoch 30. Training loss: 0.4520708407978746, Val loss:0.4834198335616146\n", - "Epoch 31. Training loss: 0.45186265199481673, Val loss:0.48323859791649804\n", - "Epoch 32. Training loss: 0.45165517898031177, Val loss:0.48305848123367084\n", - "Epoch 33. Training loss: 0.45144846390264115, Val loss:0.4828793032815708\n", - "Epoch 34. Training loss: 0.45124266638302046, Val loss:0.4827011846010522\n", - "Epoch 35. Training loss: 0.45103794510358797, Val loss:0.4825238966256732\n", - "Epoch 36. Training loss: 0.4508340065532472, Val loss:0.4823469366794005\n", - "Epoch 37. Training loss: 0.45063074539280745, Val loss:0.48217063001972327\n", - "Epoch 38. Training loss: 0.450428400279061, Val loss:0.481995140347408\n", - "Epoch 39. Training loss: 0.45022703146961474, Val loss:0.4818203750740665\n", - "Epoch 40. Training loss: 0.4500264310095555, Val loss:0.48164651266344144\n" + "Epoch 1. Training loss: 0.9537080883419404, Val loss:0.9567198083472224\n", + "Epoch 2. Training loss: 0.9319341472066538, Val loss:0.9372620506234518\n", + "Epoch 3. Training loss: 0.9169784044410487, Val loss:0.9208607084246844\n", + "Epoch 4. Training loss: 0.9041604990874357, Val loss:0.9070817059398328\n", + "Epoch 5. Training loss: 0.892852679189421, Val loss:0.895619545162842\n", + "Epoch 6. Training loss: 0.8826531294695221, Val loss:0.8860340293463463\n", + "Epoch 7. Training loss: 0.8732815378563611, Val loss:0.87796574275147\n", + "Epoch 8. Training loss: 0.8645477316755058, Val loss:0.8709432314201011\n", + "Epoch 9. Training loss: 0.8563188612645366, Val loss:0.8646551731639538\n", + "Epoch 10. Training loss: 0.8484822435934983, Val loss:0.8588394560202481\n", + "Epoch 11. Training loss: 0.8409441417164195, Val loss:0.8532755553626333\n", + "Epoch 12. Training loss: 0.8336654143930835, Val loss:0.8478981308052195\n", + "Epoch 13. Training loss: 0.8266307136320556, Val loss:0.8426304220927832\n", + "Epoch 14. Training loss: 0.8198237571161613, Val loss:0.8374508545955436\n", + "Epoch 15. Training loss: 0.8132548492493002, Val loss:0.8323434457089399\n", + "Epoch 16. Training loss: 0.8069204383113296, Val loss:0.8272553239182369\n", + "Epoch 17. Training loss: 0.8007968182205343, Val loss:0.8222456570915059\n", + "Epoch 18. Training loss: 0.7948749551416535, Val loss:0.8173002503073536\n", + "Epoch 19. Training loss: 0.7891262352209937, Val loss:0.812416805710325\n", + "Epoch 20. Training loss: 0.7835224191969821, Val loss:0.8075613349606378\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "nn.fit_epoch(X_train,y_train,X_test,y_test,lr=0.001,epochs=40,bs=512,l2=1)" + "nn.fit_epoch(X_train,y_train,X_test,y_test,lr=0.002,epochs=20,bs=512,l2=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1. Training loss: 0.559098503723612, Val loss:0.5857671626665676\n", + "Epoch 2. Training loss: 0.5572395456818217, Val loss:0.5838802868199651\n", + "Epoch 3. Training loss: 0.5554236992324687, Val loss:0.5820398636499762\n", + "Epoch 4. Training loss: 0.5536545143304277, Val loss:0.580246964784138\n", + "Epoch 5. Training loss: 0.5519317269109977, Val loss:0.5784951429482249\n", + "Epoch 6. Training loss: 0.5502428259167731, Val loss:0.5767883471431787\n", + "Epoch 7. Training loss: 0.5485892881541898, Val loss:0.5751234707266597\n", + "Epoch 8. Training loss: 0.5469749943613672, Val loss:0.57350331021494\n", + "Epoch 9. Training loss: 0.5453992677517306, Val loss:0.5719261832005256\n", + "Epoch 10. Training loss: 0.5438614477933974, Val loss:0.5703854628411106\n", + "Epoch 11. Training loss: 0.5423580519530868, Val loss:0.5688749011902476\n", + "Epoch 12. Training loss: 0.5408837497282079, Val loss:0.5674001499834445\n", + "Epoch 13. Training loss: 0.5394382443298184, Val loss:0.5659548810666635\n", + "Epoch 14. Training loss: 0.5380252550805563, Val loss:0.564535177225654\n", + "Epoch 15. Training loss: 0.5366433833039177, Val loss:0.5631458322755858\n", + "Epoch 16. Training loss: 0.5352857949029581, Val loss:0.5617808160574892\n", + "Epoch 17. Training loss: 0.533952519917971, Val loss:0.5604459605634009\n", + "Epoch 18. Training loss: 0.5326467460401163, Val loss:0.5591357923950726\n", + "Epoch 19. Training loss: 0.531365060613349, Val loss:0.5578475789872773\n", + "Epoch 20. Training loss: 0.5301037582071818, Val loss:0.556580786139731\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "nn.fit_epoch(X_train,y_train,X_test,y_test,lr=0.002,epochs=20,bs=512,l2=1)" ] }, { @@ -524,7 +592,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -533,16 +601,16 @@ }, { "cell_type": "code", - "execution_count": 233, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8251" + "0.8041" ] }, - "execution_count": 233, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -555,7 +623,7 @@ }, { "cell_type": "code", - "execution_count": 234, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -567,27 +635,29 @@ }, { "cell_type": "code", - "execution_count": 235, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5,69,'Predicted label')" + "Text(0.5, 69.0, 'Predicted label')" ] }, - "execution_count": 235, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -605,7 +675,8 @@ "metadata": {}, "source": [ "\n", - "This model does well on this dataset without regularization (As seen in 'Without L2' part, train loss and val loss are not much different from each other). However, adding L2 reg seems to make it faster to reach a better log loss score on validation set. Combining with manual fine tuning on learning rate and l2 rate, this model achieves 82% accuracy on test set after ~200 epochs. This is really good comparing to the NN pytorch module I created [here](https://github.com/anhquan0412/basic_model_scratch/blob/master/NN_pytorch.ipynb) which achieves 87% acccuracy using batch normalization, dropout and Adam optimizer. \n" + "This model does well on this dataset without regularization (As seen in 'Without L2' part, train loss and val loss are not much different from each other). However, adding L2 reg seems to make it faster to reach a better log loss score on validation set. Combining with manual fine tuning on learning rate and l2 rate, this model achieves \n", + "~80% accuracy on test set after ~200 epochs. This is reasonable comparing to the NN pytorch module I created [here](https://github.com/anhquan0412/basic_model_scratch/blob/master/NN_pytorch.ipynb) which achieves 87% acccuracy using more advanced technique: batch normalization, dropout and Adam optimizer. \n" ] }, { @@ -617,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -626,7 +697,7 @@ "[784, 100, 10]" ] }, - "execution_count": 12, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -648,7 +719,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -658,7 +729,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -669,17 +740,19 @@ "Epoch 2. Training loss: 2.136438751278435, Val loss:2.1199562299236616\n", "Epoch 3. Training loss: 2.102989678225053, Val loss:2.0865102576735355\n", "Epoch 4. Training loss: 2.067417374462422, Val loss:2.049318092884598\n", - "Epoch 5. Training loss: 2.02722166222086, Val loss:2.0073608695305056\n" + "Epoch 5. Training loss: 2.02722166222086, Val loss:2.0073608695305047\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -689,55 +762,105 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1. Training loss: 2.0028613661818855, Val loss:2.002826165980895\n", - "Epoch 2. Training loss: 1.9982448979836585, Val loss:1.9983342587150568\n", - "Epoch 3. Training loss: 1.993650689575512, Val loss:1.9938274010960289\n", - "Epoch 4. Training loss: 1.9890410949368025, Val loss:1.9892937296396656\n", - "Epoch 5. Training loss: 1.9844071231981684, Val loss:1.9847325373520173\n", - "Epoch 6. Training loss: 1.9797477771239602, Val loss:1.9801458393787252\n", - "Epoch 7. Training loss: 1.9750645245132932, Val loss:1.9755363176938707\n", - "Epoch 8. Training loss: 1.970359701001586, Val loss:1.9709068220626498\n", - "Epoch 9. Training loss: 1.9656359946639135, Val loss:1.966260247809907\n", - "Epoch 10. Training loss: 1.960896252893635, Val loss:1.9615995012468141\n", - "Epoch 11. Training loss: 1.9561433954909337, Val loss:1.9569274830802628\n", - "Epoch 12. Training loss: 1.9513803670066445, Val loss:1.952247074154325\n", - "Epoch 13. Training loss: 1.9466101054053593, Val loss:1.9475611208161046\n", - "Epoch 14. Training loss: 1.9418355183690432, Val loss:1.9428724200113408\n", - "Epoch 15. Training loss: 1.9370594636855496, Val loss:1.9381837046298467\n", - "Epoch 16. Training loss: 1.932284732197209, Val loss:1.933497629540124\n", - "Epoch 17. Training loss: 1.9275140326524896, Val loss:1.9288167586175835\n", - "Epoch 18. Training loss: 1.9227499781896153, Val loss:1.9241435529652149\n", - "Epoch 19. Training loss: 1.9179950743521064, Val loss:1.919480360452739\n", - "Epoch 20. Training loss: 1.9132517086067107, Val loss:1.9148294066502332\n" + "Epoch 1. Training loss: 1.9938740959017218, Val loss:1.9847829353739852\n", + "Epoch 2. Training loss: 1.9705892354786407, Val loss:1.9616484908674483\n", + "Epoch 3. Training loss: 1.9468528675740084, Val loss:1.9382319489824371\n", + "Epoch 4. Training loss: 1.92300163728033, Val loss:1.914875637074779\n", + "Epoch 5. Training loss: 1.8993675163183918, Val loss:1.8918698337343964\n", + "Epoch 6. Training loss: 1.8762139587970512, Val loss:1.8694234321700285\n", + "Epoch 7. Training loss: 1.8537162446662327, Val loss:1.8476569357141275\n", + "Epoch 8. Training loss: 1.8319623246669907, Val loss:1.8266119631548579\n", + "Epoch 9. Training loss: 1.8109683392853737, Val loss:1.8062701875334406\n", + "Epoch 10. Training loss: 1.7907010613562577, Val loss:1.786574843956129\n", + "Epoch 11. Training loss: 1.7710989914518351, Val loss:1.7674499478765475\n", + "Epoch 12. Training loss: 1.7520869126068095, Val loss:1.7488138674705898\n", + "Epoch 13. Training loss: 1.733583491124343, Val loss:1.7305851687852236\n", + "Epoch 14. Training loss: 1.7155039670209211, Val loss:1.7126830000349327\n", + "Epoch 15. Training loss: 1.6977608712800074, Val loss:1.6950268548746117\n", + "Epoch 16. Training loss: 1.6802653644253014, Val loss:1.6775375911252217\n", + "Epoch 17. Training loss: 1.6629295225764675, Val loss:1.6601387935896899\n", + "Epoch 18. Training loss: 1.645668451096068, Val loss:1.642757687605076\n", + "Epoch 19. Training loss: 1.628401756340698, Val loss:1.6253260007537071\n", + "Epoch 20. Training loss: 1.6110551284328625, Val loss:1.6077820134504828\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "nn.fit_epoch(X_train,y_train,X_test,y_test,lr=0.001,epochs=20,bs=512,l2=0)" + "nn.fit_epoch(X_train,y_train,X_test,y_test,lr=0.005,epochs=20,bs=512,l2=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1. Training loss: 1.5935635427063481, Val loss:1.5900752555266604\n", + "Epoch 2. Training loss: 1.575877228176384, Val loss:1.5721742423220304\n", + "Epoch 3. Training loss: 1.557968971633113, Val loss:1.554073621706779\n", + "Epoch 4. Training loss: 1.5398380121860726, Val loss:1.5357936912147743\n", + "Epoch 5. Training loss: 1.5215077517193702, Val loss:1.5173718114094448\n", + "Epoch 6. Training loss: 1.5030216268191339, Val loss:1.4988568378355906\n", + "Epoch 7. Training loss: 1.4844441414941736, Val loss:1.4803145657363856\n", + "Epoch 8. Training loss: 1.465864905401323, Val loss:1.4618347143278816\n", + "Epoch 9. Training loss: 1.4473937235699135, Val loss:1.4435247250383771\n", + "Epoch 10. Training loss: 1.4291434704876915, Val loss:1.425491130271426\n", + "Epoch 11. Training loss: 1.4112112788098932, Val loss:1.4078217457125681\n", + "Epoch 12. Training loss: 1.393667998832449, Val loss:1.390577034427931\n", + "Epoch 13. Training loss: 1.3765561361417928, Val loss:1.3737892482840721\n", + "Epoch 14. Training loss: 1.3598922562420241, Val loss:1.3574658009723357\n", + "Epoch 15. Training loss: 1.343671821238651, Val loss:1.3415945726109484\n", + "Epoch 16. Training loss: 1.3278753555607645, Val loss:1.3261498925946498\n", + "Epoch 17. Training loss: 1.3124746369989788, Val loss:1.311098394582112\n", + "Epoch 18. Training loss: 1.2974379334906732, Val loss:1.2964040427836243\n", + "Epoch 19. Training loss: 1.2827338695110528, Val loss:1.2820319155920552\n", + "Epoch 20. Training loss: 1.268333939190949, Val loss:1.267950718668063\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "nn.fit_epoch(X_train,y_train,X_test,y_test,lr=0.005,epochs=20,bs=512,l2=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "With sigmoid, model is slower to learn. This can be the result of **vanishing gradient problem** as sigmoid's gradient is easier to approach 0 when inputs are at two extreme ends." + "With sigmoid, learning is steady but scores are a bit slower to decrease. This can be the result of **vanishing gradient problem** as sigmoid's gradient is easier to approach 0 when inputs are at two extreme ends." ] }, { @@ -1609,7 +1732,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.7.4" }, "varInspector": { "cols": {