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‎doc/HandwrittenNotes/2026/Notesweek16.pdf‎

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‎doc/pub/week16/ipynb/week16.ipynb‎

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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 9,
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"id": "92802f2d",
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"metadata": {
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"collapsed": false,
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 001 | Avg Losses >> G/D 0.9045/0.9085 [D-Real: 0.8022 D-Fake: 0.4717]\n"
1282+
"Epoch 001 | Avg Losses >> G/D 0.9045/0.9085 [D-Real: 0.8022 D-Fake: 0.4717]\n",
1283+
"Epoch 002 | Avg Losses >> G/D 0.8984/1.1673 [D-Real: 0.5975 D-Fake: 0.4381]\n",
1284+
"Epoch 003 | Avg Losses >> G/D 1.1027/1.1083 [D-Real: 0.6166 D-Fake: 0.3943]\n",
1285+
"Epoch 004 | Avg Losses >> G/D 0.8714/1.2654 [D-Real: 0.5573 D-Fake: 0.4487]\n",
1286+
"Epoch 005 | Avg Losses >> G/D 0.9242/1.2360 [D-Real: 0.5669 D-Fake: 0.4307]\n",
1287+
"Epoch 006 | Avg Losses >> G/D 0.9649/1.2124 [D-Real: 0.5768 D-Fake: 0.4207]\n",
1288+
"Epoch 007 | Avg Losses >> G/D 1.0002/1.1720 [D-Real: 0.5936 D-Fake: 0.4081]\n",
1289+
"Epoch 008 | Avg Losses >> G/D 0.9229/1.2307 [D-Real: 0.5684 D-Fake: 0.4287]\n",
1290+
"Epoch 009 | Avg Losses >> G/D 1.0010/1.1929 [D-Real: 0.5866 D-Fake: 0.4118]\n",
1291+
"Epoch 010 | Avg Losses >> G/D 1.0172/1.1856 [D-Real: 0.5895 D-Fake: 0.4099]\n",
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"Epoch 011 | Avg Losses >> G/D 1.0133/1.1707 [D-Real: 0.5969 D-Fake: 0.4093]\n",
1293+
"Epoch 012 | Avg Losses >> G/D 1.0363/1.1551 [D-Real: 0.6042 D-Fake: 0.4010]\n",
1294+
"Epoch 013 | Avg Losses >> G/D 0.9936/1.1847 [D-Real: 0.5943 D-Fake: 0.4125]\n",
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"Epoch 014 | Avg Losses >> G/D 1.0854/1.1356 [D-Real: 0.6129 D-Fake: 0.3913]\n",
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"Epoch 015 | Avg Losses >> G/D 1.0511/1.1486 [D-Real: 0.6074 D-Fake: 0.3970]\n",
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"Epoch 016 | Avg Losses >> G/D 0.9518/1.2129 [D-Real: 0.5803 D-Fake: 0.4224]\n",
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"Epoch 017 | Avg Losses >> G/D 0.9555/1.2092 [D-Real: 0.5830 D-Fake: 0.4204]\n",
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"Epoch 018 | Avg Losses >> G/D 0.9105/1.2393 [D-Real: 0.5681 D-Fake: 0.4319]\n",
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"Epoch 019 | Avg Losses >> G/D 0.9311/1.2337 [D-Real: 0.5708 D-Fake: 0.4288]\n",
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"Epoch 020 | Avg Losses >> G/D 0.9042/1.2489 [D-Real: 0.5645 D-Fake: 0.4360]\n",
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"Epoch 021 | Avg Losses >> G/D 0.8905/1.2513 [D-Real: 0.5652 D-Fake: 0.4384]\n",
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"Epoch 022 | Avg Losses >> G/D 0.8761/1.2611 [D-Real: 0.5592 D-Fake: 0.4429]\n",
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"Epoch 023 | Avg Losses >> G/D 0.8852/1.2553 [D-Real: 0.5625 D-Fake: 0.4399]\n",
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"Epoch 024 | Avg Losses >> G/D 0.8620/1.2776 [D-Real: 0.5521 D-Fake: 0.4479]\n",
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"Epoch 025 | Avg Losses >> G/D 0.8468/1.2845 [D-Real: 0.5476 D-Fake: 0.4488]\n",
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"Epoch 026 | Avg Losses >> G/D 0.8277/1.3001 [D-Real: 0.5418 D-Fake: 0.4567]\n",
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"Epoch 027 | Avg Losses >> G/D 0.8424/1.3002 [D-Real: 0.5421 D-Fake: 0.4550]\n",
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"Epoch 028 | Avg Losses >> G/D 0.8292/1.2944 [D-Real: 0.5444 D-Fake: 0.4570]\n",
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"Epoch 029 | Avg Losses >> G/D 0.8414/1.2949 [D-Real: 0.5446 D-Fake: 0.4548]\n",
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"Epoch 030 | Avg Losses >> G/D 0.8217/1.3077 [D-Real: 0.5389 D-Fake: 0.4591]\n",
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"Epoch 031 | Avg Losses >> G/D 0.8213/1.3047 [D-Real: 0.5406 D-Fake: 0.4595]\n",
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"Epoch 032 | Avg Losses >> G/D 0.8180/1.3105 [D-Real: 0.5368 D-Fake: 0.4601]\n",
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"Epoch 033 | Avg Losses >> G/D 0.8197/1.3109 [D-Real: 0.5371 D-Fake: 0.4603]\n",
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"Epoch 034 | Avg Losses >> G/D 0.8028/1.3159 [D-Real: 0.5346 D-Fake: 0.4660]\n",
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"Epoch 035 | Avg Losses >> G/D 0.7943/1.3284 [D-Real: 0.5299 D-Fake: 0.4692]\n",
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"Epoch 036 | Avg Losses >> G/D 0.8040/1.3175 [D-Real: 0.5341 D-Fake: 0.4661]\n",
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"Epoch 037 | Avg Losses >> G/D 0.8026/1.3166 [D-Real: 0.5337 D-Fake: 0.4652]\n",
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"Epoch 038 | Avg Losses >> G/D 0.8015/1.3161 [D-Real: 0.5343 D-Fake: 0.4650]\n",
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"Epoch 039 | Avg Losses >> G/D 0.7956/1.3213 [D-Real: 0.5322 D-Fake: 0.4682]\n",
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"Epoch 040 | Avg Losses >> G/D 0.7894/1.3258 [D-Real: 0.5297 D-Fake: 0.4690]\n",
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"Epoch 041 | Avg Losses >> G/D 0.8012/1.3180 [D-Real: 0.5338 D-Fake: 0.4655]\n",
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"Epoch 042 | Avg Losses >> G/D 0.8091/1.3093 [D-Real: 0.5372 D-Fake: 0.4630]\n",
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"Epoch 043 | Avg Losses >> G/D 0.7952/1.3254 [D-Real: 0.5304 D-Fake: 0.4683]\n",
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"Epoch 044 | Avg Losses >> G/D 0.8050/1.3122 [D-Real: 0.5367 D-Fake: 0.4648]\n",
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"Epoch 045 | Avg Losses >> G/D 0.7838/1.3321 [D-Real: 0.5278 D-Fake: 0.4713]\n",
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"Epoch 046 | Avg Losses >> G/D 0.7857/1.3317 [D-Real: 0.5271 D-Fake: 0.4713]\n",
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"Epoch 047 | Avg Losses >> G/D 0.7735/1.3374 [D-Real: 0.5239 D-Fake: 0.4738]\n",
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"Epoch 048 | Avg Losses >> G/D 0.7801/1.3351 [D-Real: 0.5269 D-Fake: 0.4738]\n",
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"Epoch 049 | Avg Losses >> G/D 0.7680/1.3402 [D-Real: 0.5240 D-Fake: 0.4765]\n",
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"Epoch 050 | Avg Losses >> G/D 0.7643/1.3456 [D-Real: 0.5213 D-Fake: 0.4788]\n",
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"Epoch 051 | Avg Losses >> G/D 0.7634/1.3453 [D-Real: 0.5210 D-Fake: 0.4782]\n",
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"Epoch 052 | Avg Losses >> G/D 0.7901/1.3296 [D-Real: 0.5285 D-Fake: 0.4709]\n",
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"Epoch 053 | Avg Losses >> G/D 0.7844/1.3259 [D-Real: 0.5307 D-Fake: 0.4712]\n",
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"Epoch 054 | Avg Losses >> G/D 0.7759/1.3366 [D-Real: 0.5257 D-Fake: 0.4749]\n",
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"Epoch 055 | Avg Losses >> G/D 0.7697/1.3382 [D-Real: 0.5243 D-Fake: 0.4753]\n",
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"Epoch 056 | Avg Losses >> G/D 0.7783/1.3352 [D-Real: 0.5259 D-Fake: 0.4736]\n",
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"Epoch 057 | Avg Losses >> G/D 0.7724/1.3372 [D-Real: 0.5250 D-Fake: 0.4756]\n",
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"Epoch 058 | Avg Losses >> G/D 0.7689/1.3355 [D-Real: 0.5260 D-Fake: 0.4754]\n",
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"Epoch 059 | Avg Losses >> G/D 0.7655/1.3411 [D-Real: 0.5236 D-Fake: 0.4769]\n",
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"Epoch 060 | Avg Losses >> G/D 0.7691/1.3414 [D-Real: 0.5228 D-Fake: 0.4765]\n",
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"Epoch 061 | Avg Losses >> G/D 0.7627/1.3431 [D-Real: 0.5219 D-Fake: 0.4772]\n",
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"Epoch 062 | Avg Losses >> G/D 0.7647/1.3462 [D-Real: 0.5214 D-Fake: 0.4785]\n",
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"Epoch 063 | Avg Losses >> G/D 0.7797/1.3314 [D-Real: 0.5281 D-Fake: 0.4733]\n",
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"Epoch 064 | Avg Losses >> G/D 0.7806/1.3343 [D-Real: 0.5267 D-Fake: 0.4736]\n",
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"Epoch 065 | Avg Losses >> G/D 0.7864/1.3281 [D-Real: 0.5292 D-Fake: 0.4706]\n",
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"Epoch 066 | Avg Losses >> G/D 0.7764/1.3311 [D-Real: 0.5285 D-Fake: 0.4736]\n",
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"Epoch 067 | Avg Losses >> G/D 0.7799/1.3308 [D-Real: 0.5287 D-Fake: 0.4721]\n",
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"Epoch 068 | Avg Losses >> G/D 0.7785/1.3351 [D-Real: 0.5258 D-Fake: 0.4733]\n",
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"Epoch 069 | Avg Losses >> G/D 0.7739/1.3354 [D-Real: 0.5253 D-Fake: 0.4738]\n",
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"Epoch 070 | Avg Losses >> G/D 0.7877/1.3265 [D-Real: 0.5308 D-Fake: 0.4705]\n",
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"Epoch 071 | Avg Losses >> G/D 0.7886/1.3264 [D-Real: 0.5306 D-Fake: 0.4704]\n",
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"Epoch 072 | Avg Losses >> G/D 0.7867/1.3264 [D-Real: 0.5301 D-Fake: 0.4699]\n",
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"Epoch 073 | Avg Losses >> G/D 0.7943/1.3231 [D-Real: 0.5315 D-Fake: 0.4685]\n",
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"Epoch 074 | Avg Losses >> G/D 0.7880/1.3263 [D-Real: 0.5303 D-Fake: 0.4707]\n",
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"Epoch 075 | Avg Losses >> G/D 0.7758/1.3350 [D-Real: 0.5265 D-Fake: 0.4745]\n",
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"Epoch 076 | Avg Losses >> G/D 0.7722/1.3374 [D-Real: 0.5249 D-Fake: 0.4750]\n",
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"Epoch 077 | Avg Losses >> G/D 0.7888/1.3290 [D-Real: 0.5291 D-Fake: 0.4705]\n",
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"Epoch 078 | Avg Losses >> G/D 0.7832/1.3307 [D-Real: 0.5277 D-Fake: 0.4715]\n",
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"Epoch 079 | Avg Losses >> G/D 0.7976/1.3229 [D-Real: 0.5319 D-Fake: 0.4679]\n",
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"Epoch 080 | Avg Losses >> G/D 0.7792/1.3335 [D-Real: 0.5281 D-Fake: 0.4739]\n",
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"Epoch 081 | Avg Losses >> G/D 0.7714/1.3364 [D-Real: 0.5251 D-Fake: 0.4746]\n",
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"Epoch 082 | Avg Losses >> G/D 0.7853/1.3320 [D-Real: 0.5274 D-Fake: 0.4714]\n",
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"Epoch 083 | Avg Losses >> G/D 0.7775/1.3356 [D-Real: 0.5258 D-Fake: 0.4734]\n",
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"Epoch 084 | Avg Losses >> G/D 0.7852/1.3315 [D-Real: 0.5281 D-Fake: 0.4721]\n",
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"Epoch 085 | Avg Losses >> G/D 0.7755/1.3371 [D-Real: 0.5249 D-Fake: 0.4742]\n",
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"Epoch 086 | Avg Losses >> G/D 0.7863/1.3251 [D-Real: 0.5311 D-Fake: 0.4708]\n",
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"Epoch 087 | Avg Losses >> G/D 0.7868/1.3269 [D-Real: 0.5309 D-Fake: 0.4714]\n",
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"Epoch 088 | Avg Losses >> G/D 0.7907/1.3286 [D-Real: 0.5293 D-Fake: 0.4702]\n",
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"Epoch 089 | Avg Losses >> G/D 0.7872/1.3271 [D-Real: 0.5298 D-Fake: 0.4707]\n",
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"Epoch 090 | Avg Losses >> G/D 0.7927/1.3255 [D-Real: 0.5314 D-Fake: 0.4694]\n",
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"Epoch 091 | Avg Losses >> G/D 0.7918/1.3253 [D-Real: 0.5307 D-Fake: 0.4692]\n",
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"Epoch 092 | Avg Losses >> G/D 0.7848/1.3285 [D-Real: 0.5300 D-Fake: 0.4713]\n",
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"Epoch 093 | Avg Losses >> G/D 0.8015/1.3222 [D-Real: 0.5325 D-Fake: 0.4674]\n",
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"Epoch 094 | Avg Losses >> G/D 0.8090/1.3170 [D-Real: 0.5351 D-Fake: 0.4649]\n",
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"Epoch 095 | Avg Losses >> G/D 0.7912/1.3259 [D-Real: 0.5308 D-Fake: 0.4695]\n",
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"Epoch 096 | Avg Losses >> G/D 0.8000/1.3211 [D-Real: 0.5323 D-Fake: 0.4663]\n",
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"Epoch 097 | Avg Losses >> G/D 0.8068/1.3178 [D-Real: 0.5351 D-Fake: 0.4663]\n",
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"Epoch 098 | Avg Losses >> G/D 0.8041/1.3172 [D-Real: 0.5345 D-Fake: 0.4660]\n",
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"Epoch 099 | Avg Losses >> G/D 0.8066/1.3193 [D-Real: 0.5338 D-Fake: 0.4661]\n",
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"Epoch 100 | Avg Losses >> G/D 0.8075/1.3214 [D-Real: 0.5326 D-Fake: 0.4666]\n"
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}
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],

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