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26 | 26 | },
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27 | 27 | {
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28 | 28 | "cell_type": "code",
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29 |
| - "execution_count": 12, |
| 29 | + "execution_count": null, |
30 | 30 | "metadata": {},
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31 | 31 | "outputs": [],
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32 | 32 | "source": [
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44 | 44 | },
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45 | 45 | {
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46 | 46 | "cell_type": "code",
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47 |
| - "execution_count": 7, |
| 47 | + "execution_count": 3, |
48 | 48 | "metadata": {},
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49 | 49 | "outputs": [],
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50 | 50 | "source": [
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53 | 53 | },
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54 | 54 | {
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55 | 55 | "cell_type": "code",
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56 |
| - "execution_count": 10, |
| 56 | + "execution_count": 4, |
57 | 57 | "metadata": {},
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58 | 58 | "outputs": [
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59 | 59 | {
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62 | 62 | "ImageClassification() with 10 classes"
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63 | 63 | ]
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64 | 64 | },
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65 |
| - "execution_count": 10, |
| 65 | + "execution_count": 4, |
66 | 66 | "metadata": {},
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67 | 67 | "output_type": "execute_result"
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68 | 68 | }
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82 | 82 | },
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83 | 83 | {
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84 | 84 | "cell_type": "code",
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85 |
| - "execution_count": 27, |
| 85 | + "execution_count": 23, |
86 | 86 | "metadata": {},
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87 | 87 | "outputs": [],
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88 | 88 | "source": [
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99 | 99 | },
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100 | 100 | {
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101 | 101 | "cell_type": "code",
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102 |
| - "execution_count": 28, |
| 102 | + "execution_count": 24, |
103 | 103 | "metadata": {},
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104 | 104 | "outputs": [
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105 | 105 | {
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|
108 | 108 | "Learner()"
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109 | 109 | ]
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110 | 110 | },
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111 |
| - "execution_count": 28, |
| 111 | + "execution_count": 24, |
112 | 112 | "metadata": {},
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113 | 113 | "output_type": "execute_result"
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114 | 114 | }
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126 | 126 | },
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127 | 127 | {
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128 | 128 | "cell_type": "code",
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129 |
| - "execution_count": 29, |
| 129 | + "execution_count": 26, |
130 | 130 | "metadata": {},
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131 | 131 | "outputs": [
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132 | 132 | {
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133 | 133 | "name": "stderr",
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134 | 134 | "output_type": "stream",
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135 | 135 | "text": [
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136 |
| - "\u001b[32mEpoch 1 TrainingPhase(): 100%|██████████████████████████| Time: 0:01:18\u001b[39m\n" |
| 136 | + "\u001b[32mEpoch 1 TrainingPhase(): 100%|██████████████████████████| Time: 0:01:56\u001b[39m\n" |
137 | 137 | ]
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138 | 138 | },
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139 | 139 | {
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143 | 143 | "┌───────────────┬───────┬─────────┬──────────┐\n",
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144 | 144 | "│\u001b[1m Phase \u001b[0m│\u001b[1m Epoch \u001b[0m│\u001b[1m Loss \u001b[0m│\u001b[1m Accuracy \u001b[0m│\n",
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145 | 145 | "├───────────────┼───────┼─────────┼──────────┤\n",
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146 |
| - "│ TrainingPhase │ 1.0 │ 1.54167 │ 0.5454 │\n", |
| 146 | + "│ TrainingPhase │ 1.0 │ 1.69407 │ 0.48564 │\n", |
147 | 147 | "└───────────────┴───────┴─────────┴──────────┘\n"
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148 | 148 | ]
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149 | 149 | },
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150 | 150 | {
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151 | 151 | "name": "stderr",
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152 | 152 | "output_type": "stream",
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153 | 153 | "text": [
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154 |
| - "\u001b[32mEpoch 1 ValidationPhase(): 100%|████████████████████████| Time: 0:00:21\u001b[39m\n" |
| 154 | + "\u001b[32mEpoch 1 ValidationPhase(): 100%|████████████████████████| Time: 0:00:08\u001b[39m\n" |
155 | 155 | ]
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156 | 156 | },
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157 | 157 | {
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161 | 161 | "┌─────────────────┬───────┬─────────┬──────────┐\n",
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162 | 162 | "│\u001b[1m Phase \u001b[0m│\u001b[1m Epoch \u001b[0m│\u001b[1m Loss \u001b[0m│\u001b[1m Accuracy \u001b[0m│\n",
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163 | 163 | "├─────────────────┼───────┼─────────┼──────────┤\n",
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164 |
| - "│ ValidationPhase │ 1.0 │ 1.22437 │ 0.65872 │\n", |
| 164 | + "│ ValidationPhase │ 1.0 │ 1.86775 │ 0.54736 │\n", |
165 | 165 | "└─────────────────┴───────┴─────────┴──────────┘\n"
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166 | 166 | ]
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167 | 167 | },
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168 | 168 | {
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169 | 169 | "name": "stderr",
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170 | 170 | "output_type": "stream",
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171 | 171 | "text": [
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172 |
| - "\u001b[32mEpoch 2 TrainingPhase(): 100%|██████████████████████████| Time: 0:01:24\u001b[39m\n" |
| 172 | + "\u001b[32mEpoch 2 TrainingPhase(): 100%|██████████████████████████| Time: 0:01:15\u001b[39m\n" |
173 | 173 | ]
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174 | 174 | },
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175 | 175 | {
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179 | 179 | "┌───────────────┬───────┬─────────┬──────────┐\n",
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180 | 180 | "│\u001b[1m Phase \u001b[0m│\u001b[1m Epoch \u001b[0m│\u001b[1m Loss \u001b[0m│\u001b[1m Accuracy \u001b[0m│\n",
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181 | 181 | "├───────────────┼───────┼─────────┼──────────┤\n",
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182 |
| - "│ TrainingPhase │ 2.0 │ 1.49928 │ 0.56094 │\n", |
| 182 | + "│ TrainingPhase │ 2.0 │ 1.16304 │ 0.62684 │\n", |
183 | 183 | "└───────────────┴───────┴─────────┴──────────┘\n"
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184 | 184 | ]
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185 | 185 | },
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197 | 197 | "┌─────────────────┬───────┬─────────┬──────────┐\n",
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198 | 198 | "│\u001b[1m Phase \u001b[0m│\u001b[1m Epoch \u001b[0m│\u001b[1m Loss \u001b[0m│\u001b[1m Accuracy \u001b[0m│\n",
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199 | 199 | "├─────────────────┼───────┼─────────┼──────────┤\n",
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200 |
| - "│ ValidationPhase │ 2.0 │ 1.17446 │ 0.67517 │\n", |
| 200 | + "│ ValidationPhase │ 2.0 │ 4.08772 │ 0.5708 │\n", |
201 | 201 | "└─────────────────┴───────┴─────────┴──────────┘\n"
|
202 | 202 | ]
|
203 | 203 | },
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204 | 204 | {
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205 | 205 | "name": "stderr",
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206 | 206 | "output_type": "stream",
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207 | 207 | "text": [
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208 |
| - "\u001b[32mEpoch 3 TrainingPhase(): 100%|██████████████████████████| Time: 0:01:20\u001b[39m\n" |
| 208 | + "\u001b[32mEpoch 3 TrainingPhase(): 100%|██████████████████████████| Time: 0:01:16\u001b[39m\n" |
209 | 209 | ]
|
210 | 210 | },
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211 | 211 | {
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212 | 212 | "name": "stdout",
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213 | 213 | "output_type": "stream",
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214 | 214 | "text": [
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215 |
| - "┌───────────────┬───────┬─────────┬──────────┐\n", |
216 |
| - "│\u001b[1m Phase \u001b[0m│\u001b[1m Epoch \u001b[0m│\u001b[1m Loss \u001b[0m│\u001b[1m Accuracy \u001b[0m│\n", |
217 |
| - "├───────────────┼───────┼─────────┼──────────┤\n", |
218 |
| - "│ TrainingPhase │ 3.0 │ 0.79991 │ 0.74828 │\n", |
219 |
| - "└───────────────┴───────┴─────────┴──────────┘\n" |
| 215 | + "┌───────────────┬───────┬────────┬──────────┐\n", |
| 216 | + "│\u001b[1m Phase \u001b[0m│\u001b[1m Epoch \u001b[0m│\u001b[1m Loss \u001b[0m│\u001b[1m Accuracy \u001b[0m│\n", |
| 217 | + "├───────────────┼───────┼────────┼──────────┤\n", |
| 218 | + "│ TrainingPhase │ 3.0 │ 0.9757 │ 0.68877 │\n", |
| 219 | + "└───────────────┴───────┴────────┴──────────┘\n" |
220 | 220 | ]
|
221 | 221 | },
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222 | 222 | {
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|
233 | 233 | "┌─────────────────┬───────┬─────────┬──────────┐\n",
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234 | 234 | "│\u001b[1m Phase \u001b[0m│\u001b[1m Epoch \u001b[0m│\u001b[1m Loss \u001b[0m│\u001b[1m Accuracy \u001b[0m│\n",
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235 | 235 | "├─────────────────┼───────┼─────────┼──────────┤\n",
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236 |
| - "│ ValidationPhase │ 3.0 │ 0.56792 │ 0.82062 │\n", |
| 236 | + "│ ValidationPhase │ 3.0 │ 0.65138 │ 0.79778 │\n", |
237 | 237 | "└─────────────────┴───────┴─────────┴──────────┘\n"
|
238 | 238 | ]
|
239 | 239 | },
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240 | 240 | {
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241 | 241 | "name": "stderr",
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242 | 242 | "output_type": "stream",
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243 | 243 | "text": [
|
244 |
| - "\u001b[32mEpoch 4 TrainingPhase(): 100%|██████████████████████████| Time: 0:01:21\u001b[39m\n" |
| 244 | + "\u001b[32mEpoch 4 TrainingPhase(): 100%|██████████████████████████| Time: 0:01:16\u001b[39m\n" |
245 | 245 | ]
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246 | 246 | },
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247 | 247 | {
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|
251 | 251 | "┌───────────────┬───────┬─────────┬──────────┐\n",
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252 | 252 | "│\u001b[1m Phase \u001b[0m│\u001b[1m Epoch \u001b[0m│\u001b[1m Loss \u001b[0m│\u001b[1m Accuracy \u001b[0m│\n",
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253 | 253 | "├───────────────┼───────┼─────────┼──────────┤\n",
|
254 |
| - "│ TrainingPhase │ 4.0 │ 0.41767 │ 0.86945 │\n", |
| 254 | + "│ TrainingPhase │ 4.0 │ 0.55522 │ 0.82361 │\n", |
255 | 255 | "└───────────────┴───────┴─────────┴──────────┘\n"
|
256 | 256 | ]
|
257 | 257 | },
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258 | 258 | {
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259 | 259 | "name": "stderr",
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260 | 260 | "output_type": "stream",
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261 | 261 | "text": [
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262 |
| - "\u001b[32mEpoch 4 ValidationPhase(): 100%|████████████████████████| Time: 0:00:07\u001b[39m\n" |
| 262 | + "\u001b[32mEpoch 4 ValidationPhase(): 100%|████████████████████████| Time: 0:00:08\u001b[39m\n" |
263 | 263 | ]
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264 | 264 | },
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265 | 265 | {
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|
269 | 269 | "┌─────────────────┬───────┬────────┬──────────┐\n",
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270 | 270 | "│\u001b[1m Phase \u001b[0m│\u001b[1m Epoch \u001b[0m│\u001b[1m Loss \u001b[0m│\u001b[1m Accuracy \u001b[0m│\n",
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271 | 271 | "├─────────────────┼───────┼────────┼──────────┤\n",
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272 |
| - "│ ValidationPhase │ 4.0 │ 0.4273 │ 0.85782 │\n", |
| 272 | + "│ ValidationPhase │ 4.0 │ 0.4671 │ 0.84763 │\n", |
273 | 273 | "└─────────────────┴───────┴────────┴──────────┘\n"
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274 | 274 | ]
|
275 | 275 | },
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|
279 | 279 | "Learner()"
|
280 | 280 | ]
|
281 | 281 | },
|
282 |
| - "execution_count": 29, |
| 282 | + "execution_count": 26, |
283 | 283 | "metadata": {},
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284 | 284 | "output_type": "execute_result"
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285 | 285 | }
|
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