├── .gitattributes ├── .gitignore ├── README.md ├── azure-pipelines.yml ├── docs ├── Agenda.md ├── MachineSetup.md ├── ProjectsInfrastructure.md ├── WorkshopVMs.md ├── examples │ └── machinesetup │ │ └── mnist_mlp.py └── media │ └── machinesetup │ ├── CUDA9_0.png │ ├── cuDNN7_05.png │ ├── miniconda.png │ └── prompt.png ├── lectures ├── 2020 │ └── Presentation_template.pptx ├── Machine Learning Basics │ ├── 10+1.png │ ├── 10+2.png │ ├── 10-0.png │ ├── 10-3.png │ ├── 10-6.png │ ├── 10-9.png │ ├── ann.png │ ├── biasvariance.png │ ├── clanci.tkz │ ├── clustering.png │ ├── confusion.png │ ├── graddesc.png │ ├── gradient.png │ ├── interpolacija.pdf │ ├── knn.png │ ├── linear.png │ ├── linreg.jpg │ ├── logisticreg.png │ ├── mlbasics.tex │ ├── ndr.jpg │ ├── polinom.png │ ├── precrec.png │ ├── razdvajanje.tkz │ ├── razlikeprosek.png │ ├── razlikereg.png │ ├── reg.pdf │ ├── reg20.pdf │ ├── sigmoid.pdf │ ├── social.png │ ├── tacke.png │ ├── topic.png │ ├── tree.png │ └── yolo.jpg ├── boosting │ ├── boosting.aux │ ├── boosting.bbl │ ├── boosting.bcf │ ├── boosting.blg │ ├── boosting.nav │ ├── boosting.out │ ├── boosting.pdf │ ├── boosting.run.xml │ ├── boosting.synctex.gz │ ├── boosting.tex │ ├── boosting.toc │ ├── figs │ │ ├── Huber_loss.pdf │ │ ├── adaboost_expLoss.pdf │ │ ├── bagg_boost_decide.png │ │ ├── bagg_boost_train.png │ │ ├── boosting.png │ │ ├── boosting_cr.png │ │ ├── bootstraping.png │ │ ├── ensemble.png │ │ ├── exp_ll_losses.pdf │ │ ├── exp_loss.pdf │ │ ├── good_bad_student.jpeg │ │ ├── grad_boost_H1.pdf │ │ ├── grad_boost_H10.pdf │ │ ├── grad_boost_init.pdf │ │ ├── grad_boost_res.pdf │ │ └── grad_boost_train_set.pdf │ ├── operatori.tex │ └── references.bib └── readme.md ├── legacy ├── conv_nets │ ├── .gitignore │ ├── Makefile │ ├── README.md │ ├── conv_nets.py │ ├── conv_nets.pyproj │ ├── data_utils.py │ ├── images │ │ ├── img1.png │ │ ├── img2.png │ │ ├── img3.png │ │ ├── img4.png │ │ ├── img5.png │ │ ├── img6.png │ │ ├── img7.png │ │ ├── img8.png │ │ └── img9.png │ ├── model.py │ ├── model_utils.py │ ├── runner.py │ ├── trainer.py │ └── vis_utils.py └── gan │ ├── .gitignore │ ├── critics.py │ ├── dataset.py │ ├── generators.py │ ├── main.py │ ├── utils.py │ └── wgan.py └── workshops ├── .pylintrc ├── AssistantTable.md ├── CNNs ├── CNN_WS.ipynb ├── environment_gpu.yml ├── hymenoptera_data │ ├── train │ │ ├── ants │ │ │ ├── 0013035.jpg │ │ │ ├── 1030023514_aad5c608f9.jpg │ │ │ ├── 1095476100_3906d8afde.jpg │ │ │ ├── 1099452230_d1949d3250.jpg │ │ │ ├── 116570827_e9c126745d.jpg │ │ │ ├── 1225872729_6f0856588f.jpg │ │ │ ├── 1262877379_64fcada201.jpg │ │ │ ├── 1269756697_0bce92cdab.jpg │ │ │ ├── 1286984635_5119e80de1.jpg │ │ │ ├── 132478121_2a430adea2.jpg │ │ │ ├── 1360291657_dc248c5eea.jpg │ │ │ ├── 1368913450_e146e2fb6d.jpg │ │ │ ├── 1473187633_63ccaacea6.jpg │ │ │ ├── 148715752_302c84f5a4.jpg │ │ │ ├── 1489674356_09d48dde0a.jpg │ │ │ ├── 149244013_c529578289.jpg │ │ │ ├── 150801003_3390b73135.jpg │ │ │ ├── 150801171_cd86f17ed8.jpg │ │ │ ├── 154124431_65460430f2.jpg │ │ │ ├── 162603798_40b51f1654.jpg │ │ │ ├── 1660097129_384bf54490.jpg │ │ │ ├── 167890289_dd5ba923f3.jpg │ │ │ ├── 1693954099_46d4c20605.jpg │ │ │ ├── 175998972.jpg │ │ │ ├── 178538489_bec7649292.jpg │ │ │ ├── 1804095607_0341701e1c.jpg │ │ │ ├── 1808777855_2a895621d7.jpg │ │ │ ├── 188552436_605cc9b36b.jpg │ │ │ ├── 1917341202_d00a7f9af5.jpg │ │ │ ├── 1924473702_daa9aacdbe.jpg │ │ │ ├── 196057951_63bf063b92.jpg │ │ │ ├── 196757565_326437f5fe.jpg │ │ │ ├── 201558278_fe4caecc76.jpg │ │ │ ├── 201790779_527f4c0168.jpg │ │ │ ├── 2019439677_2db655d361.jpg │ │ │ ├── 207947948_3ab29d7207.jpg │ │ │ ├── 20935278_9190345f6b.jpg │ │ │ ├── 224655713_3956f7d39a.jpg │ │ │ ├── 2265824718_2c96f485da.jpg │ │ │ ├── 2265825502_fff99cfd2d.jpg │ │ │ ├── 226951206_d6bf946504.jpg │ │ │ ├── 2278278459_6b99605e50.jpg │ │ │ ├── 2288450226_a6e96e8fdf.jpg │ │ │ ├── 2288481644_83ff7e4572.jpg │ │ │ ├── 2292213964_ca51ce4bef.jpg │ │ │ ├── 24335309_c5ea483bb8.jpg │ │ │ ├── 245647475_9523dfd13e.jpg │ │ │ ├── 255434217_1b2b3fe0a4.jpg │ │ │ ├── 258217966_d9d90d18d3.jpg │ │ │ ├── 275429470_b2d7d9290b.jpg │ │ │ ├── 28847243_e79fe052cd.jpg │ │ │ ├── 318052216_84dff3f98a.jpg │ │ │ ├── 334167043_cbd1adaeb9.jpg │ │ │ ├── 339670531_94b75ae47a.jpg │ │ │ ├── 342438950_a3da61deab.jpg │ │ │ ├── 36439863_0bec9f554f.jpg │ │ │ ├── 374435068_7eee412ec4.jpg │ │ │ ├── 382971067_0bfd33afe0.jpg │ │ │ ├── 384191229_5779cf591b.jpg │ │ │ ├── 386190770_672743c9a7.jpg │ │ │ ├── 392382602_1b7bed32fa.jpg │ │ │ ├── 403746349_71384f5b58.jpg │ │ │ ├── 408393566_b5b694119b.jpg │ │ │ ├── 424119020_6d57481dab.jpg │ │ │ ├── 424873399_47658a91fb.jpg │ │ │ ├── 450057712_771b3bfc91.jpg │ │ │ ├── 45472593_bfd624f8dc.jpg │ │ │ ├── 459694881_ac657d3187.jpg │ │ │ ├── 460372577_f2f6a8c9fc.jpg │ │ │ ├── 460874319_0a45ab4d05.jpg │ │ │ ├── 466430434_4000737de9.jpg │ │ │ ├── 470127037_513711fd21.jpg │ │ │ ├── 474806473_ca6caab245.jpg │ │ │ ├── 475961153_b8c13fd405.jpg │ │ │ ├── 484293231_e53cfc0c89.jpg │ │ │ ├── 49375974_e28ba6f17e.jpg │ │ │ ├── 506249802_207cd979b4.jpg │ │ │ ├── 506249836_717b73f540.jpg │ │ │ ├── 512164029_c0a66b8498.jpg │ │ │ ├── 512863248_43c8ce579b.jpg │ │ │ ├── 518773929_734dbc5ff4.jpg │ │ │ ├── 522163566_fec115ca66.jpg │ │ │ ├── 522415432_2218f34bf8.jpg │ │ │ ├── 531979952_bde12b3bc0.jpg │ │ │ ├── 533848102_70a85ad6dd.jpg │ │ │ ├── 535522953_308353a07c.jpg │ │ │ ├── 540889389_48bb588b21.jpg │ │ │ ├── 541630764_dbd285d63c.jpg │ │ │ ├── 543417860_b14237f569.jpg │ │ │ ├── 560966032_988f4d7bc4.jpg │ │ │ ├── 5650366_e22b7e1065.jpg │ │ │ ├── 6240329_72c01e663e.jpg │ │ │ ├── 6240338_93729615ec.jpg │ │ │ ├── 649026570_e58656104b.jpg │ │ │ ├── 662541407_ff8db781e7.jpg │ │ │ ├── 67270775_e9fdf77e9d.jpg │ │ │ ├── 6743948_2b8c096dda.jpg │ │ │ ├── 684133190_35b62c0c1d.jpg │ │ │ ├── 69639610_95e0de17aa.jpg │ │ │ ├── 707895295_009cf23188.jpg │ │ │ ├── 7759525_1363d24e88.jpg │ │ │ ├── 795000156_a9900a4a71.jpg │ │ │ ├── 822537660_caf4ba5514.jpg │ │ │ ├── 82852639_52b7f7f5e3.jpg │ │ │ ├── 841049277_b28e58ad05.jpg │ │ │ ├── 886401651_f878e888cd.jpg │ │ │ ├── 892108839_f1aad4ca46.jpg │ │ │ ├── 938946700_ca1c669085.jpg │ │ │ ├── 957233405_25c1d1187b.jpg │ │ │ ├── 9715481_b3cb4114ff.jpg │ │ │ ├── 998118368_6ac1d91f81.jpg │ │ │ ├── Ant_1.jpg │ │ │ ├── MehdiabadiAnt2_600.jpg │ │ │ ├── Nepenthes_rafflesiana_ant.jpg │ │ │ ├── VietnameseAntMimicSpider.jpg │ │ │ ├── ant photos.jpg │ │ │ ├── army-ants-red-picture.jpg │ │ │ ├── formica.jpeg │ │ │ ├── hormiga_co_por.jpg │ │ │ ├── imageNotFound.gif │ │ │ ├── kurokusa.jpg │ │ │ ├── swiss-army-ant.jpg │ │ │ ├── termite-vs-ant.jpg │ │ │ └── trap-jaw-ant-insect-bg.jpg │ │ └── bees │ │ │ ├── 1092977343_cb42b38d62.jpg │ │ │ ├── 1093831624_fb5fbe2308.jpg │ │ │ ├── 1097045929_1753d1c765.jpg │ │ │ ├── 1232245714_f862fbe385.jpg │ │ │ ├── 129236073_0985e91c7d.jpg │ │ │ ├── 1295655112_7813f37d21.jpg │ │ │ ├── 132511197_0b86ad0fff.jpg │ │ │ ├── 132826773_dbbcb117b9.jpg │ │ │ ├── 150013791_969d9a968b.jpg │ │ │ ├── 1508176360_2972117c9d.jpg │ │ │ ├── 154600396_53e1252e52.jpg │ │ │ ├── 16838648_415acd9e3f.jpg │ │ │ ├── 1691282715_0addfdf5e8.jpg │ │ │ ├── 17209602_fe5a5a746f.jpg │ │ │ ├── 174142798_e5ad6d76e0.jpg │ │ │ ├── 1799726602_8580867f71.jpg │ │ │ ├── 1807583459_4fe92b3133.jpg │ │ │ ├── 196430254_46bd129ae7.jpg │ │ │ ├── 196658222_3fffd79c67.jpg │ │ │ ├── 198508668_97d818b6c4.jpg │ │ │ ├── 2031225713_50ed499635.jpg │ │ │ ├── 2037437624_2d7bce461f.jpg │ │ │ ├── 2053200300_8911ef438a.jpg │ │ │ ├── 205835650_e6f2614bee.jpg │ │ │ ├── 208702903_42fb4d9748.jpg │ │ │ ├── 21399619_3e61e5bb6f.jpg │ │ │ ├── 2227611847_ec72d40403.jpg │ │ │ ├── 2321139806_d73d899e66.jpg │ │ │ ├── 2330918208_8074770c20.jpg │ │ │ ├── 2345177635_caf07159b3.jpg │ │ │ ├── 2358061370_9daabbd9ac.jpg │ │ │ ├── 2364597044_3c3e3fc391.jpg │ │ │ ├── 2384149906_2cd8b0b699.jpg │ │ │ ├── 2397446847_04ef3cd3e1.jpg │ │ │ ├── 2405441001_b06c36fa72.jpg │ │ │ ├── 2445215254_51698ff797.jpg │ │ │ ├── 2452236943_255bfd9e58.jpg │ │ │ ├── 2467959963_a7831e9ff0.jpg │ │ │ ├── 2470492904_837e97800d.jpg │ │ │ ├── 2477324698_3d4b1b1cab.jpg │ │ │ ├── 2477349551_e75c97cf4d.jpg │ │ │ ├── 2486729079_62df0920be.jpg │ │ │ ├── 2486746709_c43cec0e42.jpg │ │ │ ├── 2493379287_4100e1dacc.jpg │ │ │ ├── 2495722465_879acf9d85.jpg │ │ │ ├── 2528444139_fa728b0f5b.jpg │ │ │ ├── 2538361678_9da84b77e3.jpg │ │ │ ├── 2551813042_8a070aeb2b.jpg │ │ │ ├── 2580598377_a4caecdb54.jpg │ │ │ ├── 2601176055_8464e6aa71.jpg │ │ │ ├── 2610833167_79bf0bcae5.jpg │ │ │ ├── 2610838525_fe8e3cae47.jpg │ │ │ ├── 2617161745_fa3ebe85b4.jpg │ │ │ ├── 2625499656_e3415e374d.jpg │ │ │ ├── 2634617358_f32fd16bea.jpg │ │ │ ├── 2638074627_6b3ae746a0.jpg │ │ │ ├── 2645107662_b73a8595cc.jpg │ │ │ ├── 2651621464_a2fa8722eb.jpg │ │ │ ├── 2652877533_a564830cbf.jpg │ │ │ ├── 266644509_d30bb16a1b.jpg │ │ │ ├── 2683605182_9d2a0c66cf.jpg │ │ │ ├── 2704348794_eb5d5178c2.jpg │ │ │ ├── 2707440199_cd170bd512.jpg │ │ │ ├── 2710368626_cb42882dc8.jpg │ │ │ ├── 2722592222_258d473e17.jpg │ │ │ ├── 2728759455_ce9bb8cd7a.jpg │ │ │ ├── 2756397428_1d82a08807.jpg │ │ │ ├── 2765347790_da6cf6cb40.jpg │ │ │ ├── 2781170484_5d61835d63.jpg │ │ │ ├── 279113587_b4843db199.jpg │ │ │ ├── 2792000093_e8ae0718cf.jpg │ │ │ ├── 2801728106_833798c909.jpg │ │ │ ├── 2822388965_f6dca2a275.jpg │ │ │ ├── 2861002136_52c7c6f708.jpg │ │ │ ├── 2908916142_a7ac8b57a8.jpg │ │ │ ├── 29494643_e3410f0d37.jpg │ │ │ ├── 2959730355_416a18c63c.jpg │ │ │ ├── 2962405283_22718d9617.jpg │ │ │ ├── 3006264892_30e9cced70.jpg │ │ │ ├── 3030189811_01d095b793.jpg │ │ │ ├── 3030772428_8578335616.jpg │ │ │ ├── 3044402684_3853071a87.jpg │ │ │ ├── 3074585407_9854eb3153.jpg │ │ │ ├── 3079610310_ac2d0ae7bc.jpg │ │ │ ├── 3090975720_71f12e6de4.jpg │ │ │ ├── 3100226504_c0d4f1e3f1.jpg │ │ │ ├── 342758693_c56b89b6b6.jpg │ │ │ ├── 354167719_22dca13752.jpg │ │ │ ├── 359928878_b3b418c728.jpg │ │ │ ├── 365759866_b15700c59b.jpg │ │ │ ├── 36900412_92b81831ad.jpg │ │ │ ├── 39672681_1302d204d1.jpg │ │ │ ├── 39747887_42df2855ee.jpg │ │ │ ├── 421515404_e87569fd8b.jpg │ │ │ ├── 444532809_9e931e2279.jpg │ │ │ ├── 446296270_d9e8b93ecf.jpg │ │ │ ├── 452462677_7be43af8ff.jpg │ │ │ ├── 452462695_40a4e5b559.jpg │ │ │ ├── 457457145_5f86eb7e9c.jpg │ │ │ ├── 465133211_80e0c27f60.jpg │ │ │ ├── 469333327_358ba8fe8a.jpg │ │ │ ├── 472288710_2abee16fa0.jpg │ │ │ ├── 473618094_8ffdcab215.jpg │ │ │ ├── 476347960_52edd72b06.jpg │ │ │ ├── 478701318_bbd5e557b8.jpg │ │ │ ├── 507288830_f46e8d4cb2.jpg │ │ │ ├── 509247772_2db2d01374.jpg │ │ │ ├── 513545352_fd3e7c7c5d.jpg │ │ │ ├── 522104315_5d3cb2758e.jpg │ │ │ ├── 537309131_532bfa59ea.jpg │ │ │ ├── 586041248_3032e277a9.jpg │ │ │ ├── 760526046_547e8b381f.jpg │ │ │ ├── 760568592_45a52c847f.jpg │ │ │ ├── 774440991_63a4aa0cbe.jpg │ │ │ ├── 85112639_6e860b0469.jpg │ │ │ ├── 873076652_eb098dab2d.jpg │ │ │ ├── 90179376_abc234e5f4.jpg │ │ │ ├── 92663402_37f379e57a.jpg │ │ │ ├── 95238259_98470c5b10.jpg │ │ │ ├── 969455125_58c797ef17.jpg │ │ │ └── 98391118_bdb1e80cce.jpg │ └── val │ │ ├── ants │ │ ├── 10308379_1b6c72e180.jpg │ │ ├── 1053149811_f62a3410d3.jpg │ │ ├── 1073564163_225a64f170.jpg │ │ ├── 1119630822_cd325ea21a.jpg │ │ ├── 1124525276_816a07c17f.jpg │ │ ├── 11381045_b352a47d8c.jpg │ │ ├── 119785936_dd428e40c3.jpg │ │ ├── 1247887232_edcb61246c.jpg │ │ ├── 1262751255_c56c042b7b.jpg │ │ ├── 1337725712_2eb53cd742.jpg │ │ ├── 1358854066_5ad8015f7f.jpg │ │ ├── 1440002809_b268d9a66a.jpg │ │ ├── 147542264_79506478c2.jpg │ │ ├── 152286280_411648ec27.jpg │ │ ├── 153320619_2aeb5fa0ee.jpg │ │ ├── 153783656_85f9c3ac70.jpg │ │ ├── 157401988_d0564a9d02.jpg │ │ ├── 159515240_d5981e20d1.jpg │ │ ├── 161076144_124db762d6.jpg │ │ ├── 161292361_c16e0bf57a.jpg │ │ ├── 170652283_ecdaff5d1a.jpg │ │ ├── 17081114_79b9a27724.jpg │ │ ├── 172772109_d0a8e15fb0.jpg │ │ ├── 1743840368_b5ccda82b7.jpg │ │ ├── 181942028_961261ef48.jpg │ │ ├── 183260961_64ab754c97.jpg │ │ ├── 2039585088_c6f47c592e.jpg │ │ ├── 205398178_c395c5e460.jpg │ │ ├── 208072188_f293096296.jpg │ │ ├── 209615353_eeb38ba204.jpg │ │ ├── 2104709400_8831b4fc6f.jpg │ │ ├── 212100470_b485e7b7b9.jpg │ │ ├── 2127908701_d49dc83c97.jpg │ │ ├── 2191997003_379df31291.jpg │ │ ├── 2211974567_ee4606b493.jpg │ │ ├── 2219621907_47bc7cc6b0.jpg │ │ ├── 2238242353_52c82441df.jpg │ │ ├── 2255445811_dabcdf7258.jpg │ │ ├── 239161491_86ac23b0a3.jpg │ │ ├── 263615709_cfb28f6b8e.jpg │ │ ├── 308196310_1db5ffa01b.jpg │ │ ├── 319494379_648fb5a1c6.jpg │ │ ├── 35558229_1fa4608a7a.jpg │ │ ├── 412436937_4c2378efc2.jpg │ │ ├── 436944325_d4925a38c7.jpg │ │ ├── 445356866_6cb3289067.jpg │ │ ├── 459442412_412fecf3fe.jpg │ │ ├── 470127071_8b8ee2bd74.jpg │ │ ├── 477437164_bc3e6e594a.jpg │ │ ├── 488272201_c5aa281348.jpg │ │ ├── 502717153_3e4865621a.jpg │ │ ├── 518746016_bcc28f8b5b.jpg │ │ ├── 540543309_ddbb193ee5.jpg │ │ ├── 562589509_7e55469b97.jpg │ │ ├── 57264437_a19006872f.jpg │ │ ├── 573151833_ebbc274b77.jpg │ │ ├── 649407494_9b6bc4949f.jpg │ │ ├── 751649788_78dd7d16ce.jpg │ │ ├── 768870506_8f115d3d37.jpg │ │ ├── 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603711658_4c8cd2201e.jpg │ │ ├── 65038344_52a45d090d.jpg │ │ ├── 6a00d8341c630a53ef00e553d0beb18834-800wi.jpg │ │ ├── 72100438_73de9f17af.jpg │ │ ├── 759745145_e8bc776ec8.jpg │ │ ├── 936182217_c4caa5222d.jpg │ │ └── abeja.jpg ├── img │ ├── ant.jpg │ ├── bee.jpg │ ├── cross_entropy.png │ ├── deepdreambird.png │ ├── deepdreamdoggo.png │ ├── deepdreamlisa.png │ ├── gt.png │ ├── numpy.png │ ├── opencv.png │ ├── pytorch.jpeg │ ├── resnetvgg.png │ └── scikit_learn.png └── setup_scripts │ ├── psiml_setup.bat │ └── style_transfer_setup.bat ├── LogisticRegression ├── .gitignore ├── Data │ ├── test.csv │ └── train.csv ├── LogisticRegression.py ├── LogisticRegression.py.ipynb ├── LogisticRegression.pyproj └── Makefile ├── Makefile ├── Makefile.inc ├── ReadMe.md ├── ReinforcementLearning ├── BalanceStick_DeepQLearning │ ├── BalanceStick.pdf │ ├── cartpole_env.py │ ├── deepQLearning_Basic.py │ ├── deepQLearning_Replay.py │ └── dqn.py ├── IceWorld_QLearning │ ├── IceWorld.pdf │ ├── ice_env.py │ └── qlearning.py └── ReinforcementLearning.pyproj ├── ReinforcementLearning2021 ├── Makefile ├── deep_rl │ └── BalanceStick.pdf ├── jupyter │ ├── ddpg_learning.ipynb │ ├── deepq_learning.ipynb │ ├── env_wrapper.py │ ├── ice_env.py │ ├── nets.py │ ├── q_learning.ipynb │ ├── rb.py │ ├── resources │ │ ├── cartpole_env.mp4 │ │ ├── cartpole_env.png │ │ ├── ice_world.png │ │ ├── pendulum_env.mp4 │ │ ├── q_learning.png │ │ └── q_policy.png │ ├── tmp_ddpg_learning │ │ └── DDPG_pendulum_1_x_128_eps-0.4_0.1_0.007_gamma-0.95_lr-0.0001_batch-64_ep-150_x_1000_updt_f-1.png │ ├── tmp_deep_q_learning │ │ └── DQN_stick_2_x_64_eps-1_0.001_0.985_gamma-0.95_lr-0.0001_batch-256_ep-250_x_200_updt_f-1_sw_f-4.png │ └── utils.py ├── readme.md ├── requirements.txt └── rl │ └── IceWorld.pdf ├── build_scripts └── jupyterize.py ├── clustering_pca_autoencoders ├── MNIST_data │ ├── t10k-images-idx3-ubyte.gz │ ├── t10k-labels-idx1-ubyte.gz │ ├── train-images-idx3-ubyte.gz │ └── train-labels-idx1-ubyte.gz ├── ReadMe.md ├── Robot2s.png ├── clustering_pca_autoencoders.pyproj ├── pca_autoencoder_solution.py ├── pca_autoencoder_solution.py.ipynb ├── pca_autoencoder_workshop.py └── pca_autoencoder_workshop.py.ipynb ├── common.props ├── common.targets ├── environment.yml ├── gan ├── .gitignore ├── README.md ├── assets │ └── gan_training_regime.png ├── data │ └── put_your_data_here.txt └── src │ ├── critics.py │ ├── dataset.py │ ├── generators.py │ └── training.py ├── intro_to_tensorflow ├── .gitignore ├── mnist │ ├── data.py │ ├── model.py │ ├── readme.md │ ├── resources │ │ └── mnist.png │ ├── run.py │ ├── trainer.py │ └── utils.py └── tf_playground │ ├── data.py │ ├── model.py │ ├── readme.md │ ├── resources │ ├── circle.png │ ├── first_net.png │ ├── gauss.png │ ├── graph.png │ ├── graph_layers.png │ ├── playground.png │ ├── spiral.png │ └── xor.png │ ├── run.py │ ├── trainer.py │ └── utils.py ├── nn_backprop ├── Makefile ├── ReadMe.md ├── data │ └── mnist.pkl.gz ├── model │ └── nn.pkl.gz ├── nn_backprop.py └── nn_backprop.pyproj ├── numpy ├── Numpy.py ├── Numpy.py.ipynb └── Numpy.pyproj ├── pytorch_intro ├── PyTorch_Intro_Workshop.ipynb └── README.md ├── pytorch_nn ├── PyTorch_NN_Workshop.ipynb └── README.md ├── rnn ├── .gitignore ├── data.py ├── expected_results │ ├── bwd.png │ └── fwd.png ├── model │ └── trained_net.wts.npz ├── rnn.py ├── rnn_bwd.py └── rnn_fwd.py ├── sentiment ├── data │ ├── __init__.py │ ├── sentiment140.py │ └── tokens.py ├── data_exploration.py ├── model.py ├── model_utils.py ├── readme.md ├── sentiment.py ├── test │ ├── __init__.py │ └── manual_test_token.py └── utils │ ├── __init__.py │ ├── io.py │ ├── math.py │ └── progress.py ├── sentiment2020 ├── Solution │ ├── Constants.py │ ├── ElmanRNN.py │ ├── EvaluationHelper.py │ ├── Introduction.ipynb │ ├── ModelElmanRNN.py │ ├── ModelMLP.py │ ├── ModelMLPWithEmbeddings.py │ ├── ModelPerceptron.py │ ├── PreTrainedEmbeddings.py │ ├── SentimentAnalysisElmanRNN.ipynb │ ├── SentimentAnalysisEvaluation.ipynb │ 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