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franckalbinet / polya_extended.md
Created November 5, 2025 14:15

A guide to George Polya's "How to Solve It"

Introduction

George Polya (1887-1985) was a Hungarian mathematician and educator who revolutionized our understanding of problem-solving and teaching. While he made significant contributions to mathematics, his most enduring legacy is his insights into how people learn and solve problems. His 1945 book "How to Solve It" has influenced educators across numerous fields, extending far beyond mathematics.

Polya's Teaching Philosophy

Polya's approach centered on three key principles. First, he championed active learning, believing students learn best by discovering solutions themselves rather than being told answers. Second, he emphasized heuristic thinking - the art of guided discovery and learning from experience, viewing problem-solving as a skill that can be developed through practice. Third, he developed sophisticated questionin

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franckalbinet / iom-pipeline.ipynb
Created June 23, 2025 09:40
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franckalbinet / mir_bruker_rt_ref_ringtrial.csv
Created January 24, 2025 10:12
sample_id 599.9115316231932 600.9370214208398 601.9625112184863 602.9880010161328 604.0134908137793 605.0389806114258 606.0644704090723 607.0899602067188 608.1154500043654 609.1409398020114 610.1664295996579 611.1919193973044 612.217409194951 613.2428989925975 614.268388790244 615.2938785878905 616.319368385537 617.3448581831835 618.37034798083 619.3958377784766 620.4213275761231 621.4468173737696 622.4723071714161 623.4977969690626 624.5232867667087 625.5487765643552 626.5742663620017 627.5997561596482 628.6252459572947 629.6507357549413 630.6762255525878 631.7017153502343 632.7272051478808 633.7526949455273 634.7781847431738 635.8036745408203 636.8291643384669 637.8546541361134 638.8801439337599 639.9056337314059 640.9311235290525 641.956613326699 642.9821031243455 644.007592921992 645.0330827196385 646.058572517285 647.0840623149315 648.1095521125781 649.1350419102246 650.1605317078711 651.1860215055176 652.2115113031641 653.2370011008106 654.2624908984571 655.2879806961032 656.3134704937497 657.3389602913
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franckalbinet / k_spiked_mir_thermofisher.csv
Created January 24, 2025 09:25
We can't make this file beautiful and searchable because it's too large.
sample_id,649.8933,651.8218,653.7502,655.6787,657.6072,659.5356,661.4641,663.3926,665.321,667.2495,669.178,671.1064,673.0349,674.9634,676.8918,678.8203,680.7488,682.6772,684.6057,686.5342,688.4626,690.3911,692.3196,694.248,696.1765,698.105,700.0334,701.9619,703.8904,705.8188,707.7473,709.6758,711.6042,713.5327,715.4612,717.3896,719.3181,721.2466,723.175,725.1035,727.032,728.9604,730.8889,732.8174,734.7458,736.6743,738.6028,740.5313,742.4597,744.3882,746.3167,748.2451,750.1736,752.1021,754.0305,755.959,757.8875,759.8159,761.7444,763.6729,765.6013,767.5298,769.4583,771.3867,773.3152,775.2437,777.1721,779.1006,781.0291,782.9575,784.886,786.8145,788.7429,790.6714,792.5999,794.5283,796.4568,798.3853,800.3137,802.2422,804.1707,806.0991,808.0276,809.9561,811.8845,813.813,815.7415,817.6699,819.5984,821.5269,823.4553,825.3838,827.3123,829.2407,831.1692,833.0977,835.0261,836.9546,838.8831,840.8115,842.74,844.6685,846.5969,848.5254,850.4539,852.3823,854.3108,856.2393,858.1677,860.0962,862.0247,863.9531,865.8816,867.8101
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franckalbinet / k_spiked_mir_bruker.csv
Created January 24, 2025 09:24
We can't make this file beautiful and searchable because it's too large.
sample_id,599.9115316231932,600.9370214208398,601.9625112184863,602.9880010161328,604.0134908137793,605.0389806114258,606.0644704090723,607.0899602067188,608.1154500043654,609.1409398020114,610.1664295996579,611.1919193973044,612.217409194951,613.2428989925975,614.268388790244,615.2938785878905,616.319368385537,617.3448581831835,618.37034798083,619.3958377784766,620.4213275761231,621.4468173737696,622.4723071714161,623.4977969690626,624.5232867667087,625.5487765643552,626.5742663620017,627.5997561596482,628.6252459572947,629.6507357549413,630.6762255525878,631.7017153502343,632.7272051478808,633.7526949455273,634.7781847431738,635.8036745408203,636.8291643384669,637.8546541361134,638.8801439337599,639.9056337314059,640.9311235290525,641.956613326699,642.9821031243455,644.007592921992,645.0330827196385,646.058572517285,647.0840623149315,648.1095521125781,649.1350419102246,650.1605317078711,651.1860215055176,652.2115113031641,653.2370011008106,654.2624908984571,655.2879806961032,656.3134704937497,657.3389602913
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franckalbinet / rt_mir_bruker.csv
Created January 23, 2025 10:53
We can't make this file beautiful and searchable because it's too large.
sample_id,599.9115316231932,600.9370214208398,601.9625112184863,602.9880010161328,604.0134908137793,605.0389806114258,606.0644704090723,607.0899602067188,608.1154500043654,609.1409398020114,610.1664295996579,611.1919193973044,612.217409194951,613.2428989925975,614.268388790244,615.2938785878905,616.319368385537,617.3448581831835,618.37034798083,619.3958377784766,620.4213275761231,621.4468173737696,622.4723071714161,623.4977969690626,624.5232867667087,625.5487765643552,626.5742663620017,627.5997561596482,628.6252459572947,629.6507357549413,630.6762255525878,631.7017153502343,632.7272051478808,633.7526949455273,634.7781847431738,635.8036745408203,636.8291643384669,637.8546541361134,638.8801439337599,639.9056337314059,640.9311235290525,641.956613326699,642.9821031243455,644.007592921992,645.0330827196385,646.058572517285,647.0840623149315,648.1095521125781,649.1350419102246,650.1605317078711,651.1860215055176,652.2115113031641,653.2370011008106,654.2624908984571,655.2879806961032,656.3134704937497,657.3389602913
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franckalbinet / mir-k-subset-1000.csv
Created January 21, 2025 14:03
We can't make this file beautiful and searchable because it's too large.
600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088
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franckalbinet / mir-spectra-sample.csv
Last active January 9, 2025 16:26
Random sample (50) from OSSL MIR spectral library
We can't make this file beautiful and searchable because it's too large.
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franckalbinet / gen-ai-4-research-curriculum.ipynb
Created January 9, 2025 08:24
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franckalbinet / mir-peak-assignment.csv
Last active January 9, 2025 07:45
MIR soil spectral assignment database (WIP)
wavenumber assignment reference
3700 OH-Kaolinite Le Guillou et al. 2015
3660 OH-Kaolinite Le Guillou et al. 2015
3630 OH-Kaolinite Le Guillou et al. 2015
3505 Gibbsite Le Guillou et al. 2015
3450 Gibbsite Le Guillou et al. 2015
3380 Gibbsite Le Guillou et al. 2015
3055 Organic Matter (-CH2 and Alkyl-CH3) Le Guillou et al. 2015
2920 Organic Matter (-CH2 and Alkyl-CH3) Le Guillou et al. 2015
2870 Organic Matter (-CH2 and Alkyl-CH3) Le Guillou et al. 2015