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Merged
bernalde merged 31 commits into from
Feb 3, 2026
Merged

Enhance notebooks with exercises and GPU support #5

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18bff9c
Add downloads and exercises to deep learning notebook
bernalde Jan 30, 2026
1427743
Add downloads and exercises to PyTorch notebook
bernalde Jan 30, 2026
12c8e55
Add mini-exercises to CNN notebook
bernalde Jan 30, 2026
a7938ce
Add downloads and exercises to transfer learning notebook
bernalde Jan 30, 2026
c184987
Add mini-exercises to Gaussian processes notebook
bernalde Jan 30, 2026
7389c27
Add mini-exercises to unsupervised learning notebook
bernalde Jan 30, 2026
6c639a1
Add optional GPU flags and device wiring
bernalde Feb 2, 2026
af7ba81
Add GPU availability checks
bernalde Feb 2, 2026
16eabeb
Remove Sequential input_shape warnings in deep learning notebook
bernalde Feb 2, 2026
83dd8b8
Add optional TensorFlow log suppression flag
bernalde Feb 2, 2026
8498498
Clarify TensorFlow startup logs and remove hardcoded counts
bernalde Feb 2, 2026
921b378
Remove commented-out plot lines in deep learning notebook
bernalde Feb 3, 2026
0796a84
Make optimizer/activation markdown output-driven
bernalde Feb 3, 2026
194fbec
Deep learning notebook: refresh outputs
bernalde Feb 3, 2026
b44ceaa
PyTorch notebook: soften baseline claim
bernalde Feb 3, 2026
340e5e4
Transfer learning notebook: clarify hyperparameter context
bernalde Feb 3, 2026
2bc0086
Unsupervised notebook: make clustering notes run-dependent
bernalde Feb 3, 2026
a7801f9
EoA clustering notebook: soften interpretive language
bernalde Feb 3, 2026
2c16a5b
PyTorch notebook: rerun outputs and data splits
bernalde Feb 3, 2026
f2ced6d
PyTorch convolutions: rerun outputs
bernalde Feb 3, 2026
36031e7
Transfer learning: rerun outputs
bernalde Feb 3, 2026
3780448
Gaussian processes: rerun outputs and figures
bernalde Feb 3, 2026
0538896
Unsupervised notebook: rerun outputs
bernalde Feb 3, 2026
53a1396
EoA clustering: rerun outputs
bernalde Feb 3, 2026
d4126e4
PyTorch notebook: fix wording and add references
bernalde Feb 3, 2026
f518b0d
PyTorch convolutions: add references and fix typos
bernalde Feb 3, 2026
79b525a
Transfer learning: add references and polish wording
bernalde Feb 3, 2026
9850deb
Gaussian processes: fix typos and add references
bernalde Feb 3, 2026
f028e84
Unsupervised: fix typos and add metric references
bernalde Feb 3, 2026
6b35b35
EoA clustering: fix PCA wording and add reference
bernalde Feb 3, 2026
da17d14
Removed warning from PyTorch notebook and added a seed to have determ…
bernalde Feb 3, 2026
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4,088 changes: 2,140 additions & 1,948 deletions 15-Deep_Learning/Deep_Learning.ipynb
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5,304 changes: 2,737 additions & 2,567 deletions 16-Pytorch/PyTorch.ipynb
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56 changes: 28 additions & 28 deletions 16-Pytorch/testing_features.txt
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Inlet_Diameter_(cm),Maximum_Capacity_(GPM),Max_Head_(ft),Minimum_Thickness_(mm)
15.25626894,14704.00613,540.3965861,11.05613573
15.58063085,14848.73435,544.9245418,10.41961272
15.9480481,14972.55074,543.9032114,10.36154978
15.2925906,14676.80818,541.9569201,10.17361687
15.40901699,14290.09908,544.4033471,10.29436402
15.52402405,14866.56689,543.6419452,10.83160692
15.55677273,14635.09189,542.6252703,10.07533558
15.48302222,14482.57438,544.4697474,10.59496803
15.1348995,15151.66826,542.669115,9.611460685
15.58063085,14724.40654,544.0001044,10.2201274
14.63015369,14750.7049,545.2287167,11.01403627
14.10243595,14612.98523,544.4515363,9.470439824
15.2545085,14866.62543,546.154856,11.25687857
15.86604444,14890.00525,544.6433768,9.631545479
14.93097415,14728.57679,541.089045,10.23468216
15.28448316,14701.13196,541.1657666,10.92677661
15.59513403,14638.33947,544.3639469,10.63673782
14.48433852,14992.01248,543.5252186,10.46473218
15.86604444,14354.01686,543.5752867,9.769138279
14.92700749,14617.13844,540.8887691,10.08717554
14.99570437,14685.23719,540.8729556,10.70667907
15.6591929,15108.37194,544.1145685,10.27700239
16.09026807,14672.80768,542.9986292,9.672114145
14.21705241,14540.72341,545.0998083,9.422350981
15.37959645,14539.27075,544.052086,10.84216865
15.29273368,14705.07827,540.7498652,10.13453097
14.9126967,14505.04428,544.6480031,10.6963683
14.7403301,14525.76737,545.0719356,10.58882604
15.00740125,14611.13191,541.8827491,10.16459671
15.76913061,14469.96974,542.6755113,9.800019039
15.22673899,14603.73416,541.6786406,10.23431895
14.83163988,14641.63267,540.084196,10.5735035
14.6109262,14745.58847,543.426116,9.972242892
14.16030738,14819.10893,544.2586972,9.770943415
15.11744975,14482.18354,542.4621413,10.90380542
14.87432291,14617.91448,541.1802704,10.36567459
15.28951263,14742.84763,541.6262047,10.83148142
14.79216926,14641.75835,541.7629843,11.32565376
15.11552394,14618.31824,540.5893398,10.7193193
14.9126967,14870.32423,545.4335933,10.50649359
14.89529042,14688.8742,540.8324532,10.86064922
15.53837115,14258.80063,542.1633959,9.372252176
14.60121797,14619.02171,542.9129716,11.42796377
15.07396581,14727.26909,543.2590735,10.58912439
14.48433852,14484.1562,544.2897896,9.579121238
15.48302222,14761.44773,543.776271,10.80335771
15.52402405,14509.34656,544.9050947,11.00827938
14.10243595,14632.973,543.6215521,9.690977707
14.6954915,14510.1964,542.6317145,10.64865694
16.01354546,14868.05886,542.8135139,10.06613824
14.1218524,14605.70953,543.3275514,9.791611861
14.6,14447.73432,542.9416263,9.91300524
14.79216926,14834.41033,542.1654539,10.30948089
15.06830246,14756.30025,539.9698145,10.3107255
15.6591929,15108.37194,544.1145685,10.27700239
15.55677273,14776.4837,545.7870796,10.29677654
15.11939098,14682.30087,544.0318692,10.9983749
15.4345653,14898.7929,542.0055289,10.05803722
22 changes: 11 additions & 11 deletions 16-Pytorch/testing_labels.txt
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210 changes: 105 additions & 105 deletions 16-Pytorch/training_features.txt
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Original file line number Diff line number Diff line change
@@ -1,121 +1,121 @@
Inlet_Diameter_(cm),Maximum_Capacity_(GPM),Max_Head_(ft),Minimum_Thickness_(mm)
16.1,14603.73416,543.1272553,9.553461142
14.6,14447.73432,542.9416263,9.91300524
16.01354546,14553.74456,543.987288,9.959630604
14.72539341,14319.60751,543.3968184,9.522307834
15.1952704,14670.52169,541.2580458,10.89924187
14.60121797,14619.02171,542.9129716,11.42796377
15.07396581,14727.26909,543.2590735,10.58912439
14.8580781,15162.58526,543.6995208,9.540493284
14.1218524,14605.70953,543.3275514,9.791611861
14.91168789,14714.14043,541.478298,10.56927985
14.6109262,14647.29187,543.5290466,10.49995886
15.59513403,14644.97306,543.1765331,10.57426948
14.72539341,15055.761,542.7599006,9.713369278
15.18682409,14530.30754,545.4911478,11.1259508
15.2545085,14480.31038,544.8973187,10.25120361
15.25120316,14728.51204,541.1903202,10.27827486
15.9480481,14975.00756,542.7176478,10.28514743
15.22673899,14603.73416,541.6786406,10.23431895
15.53837115,14258.80063,542.1633959,9.372252176
15.11552394,14618.31824,540.5893398,10.7193193
14.6,15126.54097,543.6470189,10.43556256
15.26653506,14605.07041,541.8133274,10.49998627
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15.6,14648.58271,544.9749354,10.26757534
15.55677273,14786.71153,542.1455272,10.25010786
14.10243595,14612.98523,544.4515363,9.470439824
15.6,14603.73416,544.768621,10.54521136
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15.53837115,15060.64958,543.1919493,9.273587959
15.25626894,14704.00613,540.3965861,11.05613573
15.9480481,14975.00756,542.7176478,10.28514743
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15.59513403,14638.33947,544.3639469,10.63673782
15.55677273,14635.09189,542.6252703,10.07533558
15.09557112,14751.91192,541.6424976,10.43226088
15.21100705,14610.50485,541.7587632,10.78924993
15.11744975,14482.18354,542.4621413,10.90380542
14.93101838,14716.43922,540.4100562,10.48524209
16.0612617,14903.86182,544.1550163,9.44332529
15.52402405,14869.02371,543.3429964,10.2342175
14.3806602,14942.00948,543.4558329,9.898696944
16.0612617,14574.98225,544.4184034,9.812326048
14.80376915,14776.75691,539.6719077,10.18125522
15.24450878,14705.47425,542.2041982,10.66713895
16.09026807,14672.80768,542.9986292,9.672114145
15.27364818,15150.22335,543.5285028,9.502838228
15.4345653,14898.7929,542.0055289,10.05803722
15.11744975,14951.79009,542.8462894,11.02061346
14.97903905,14472.20868,544.6675013,10.34427767
15.00076904,14632.8902,540.6984143,10.58525877
15.37959645,14942.56443,542.8985714,10.54650005
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15.25120316,14728.51204,541.1903202,10.27827486
14.48433852,14992.01248,543.5252186,10.46473218
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