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Table of Contents Panels 615 Lviv Polytechnic National University Institutional Repository http://ena.lp.edu.ua Lviv Polytechnic National University Institutional Repository http://ena.lp.edu.ua Panel #1 ANDY BOSYI Founder and Chief Executive Officer, MindCraft.ai (Lviv, Ukraine) Topic: "Decision-Making Systems Based on Time Series" ELENA YEGOROVA PhD, Chief Technical Officer, Co-founder, LMX (London, United Kingdom) Topic: "Data Processing for Behaviour Pattern Extraction: Applied Problems" OLEG NOVOSAD Chief Executive Officer, Severenity Senior Mobile Engineer, SoftServe Lecturer, IT Step University (Lviv, Ukraine) Topic: "Location-based procedural generation of augmented reality portals" Panel #2 BOHDAN KOLCHYGIN PhD, Machine Learning Engineer, AltexSoft (Kharkiv, Ukraine) Topic: "Under Construction: How to Debug Machine Learning Process" DENIS FRAGKAKIS Ph.D., Lead Data Scientist, Nested; Head of Data Science, LMX (London, United Kingdom) Topic: "Data Processing for Reinforcement Learning: Advantages and Future" ARTEM NIKULCHENKO Ph.D., Chief Software Architect, Teamwork Retail (Clearwater, FL, USA) Topic: "Using Google Cloud Platform Tools for Big Data Processing and Analyze" Panel #3 DMYTRO LIASKOVSKYI Software Engineering Manager, Epam (Lviv, Ukraine) Topic: "DLab - essential toolset for analytics" 617 Lviv Polytechnic National University Institutional Repository http://ena.lp.edu.ua OLEKSANDR SLIPCHENKO PhD, Team Lead, Booking.com BV (Amsterdam, Netherlands); Data Analyst, Teragence (London, United Kingdom) Topic: "Teragence - understand the performance and customer experience of a mobile network" ALEX GOSTEV Product Portfolio Manager, Diligences Inc. (Kharkiv, Ukraine) Topic: "Source Code Metrics Quantification and Analysis Personalized" VLAD VANZHA Lead Engineer, Exponential Inc. (Kharkiv, Ukraine) Topic: "Machine Learning Techniques in Advertisement" Panel #4 VOLODYMYR LYUBINETS Software Engineer, Forethought (San Francisco, United States) Topic: "Automated Triaging of Bugs and Tickets using Attention-based Mechanisms in RNNs" YEHOR LYEBYEDYEV Data Scientist, Perfectial (Lviv, Ukraine) Topic: "Analysis of Data Streams from Social Networks" IEVGEN GOROVYI PhD, Chief Executive Officer, It-Jim (Kharkiv, Ukraine) Topic: "Custom augmented reality SDK: concepts, technical solutions and deployment to mobile platforms" SEMEN OSKERKO Student, IT STEP University (Lviv, Ukraine) Topic: "Hybrid Multidimensional Wavelet-Neuro-System and its Learning in Pattern Recognition for IoT Application" 618 Lviv Polytechnic National University Institutional Repository http://ena.lp.edu.ua Panel #5 TETIANA GLADKYKH Ph.D., Competence Manager, Data Science Group, SoftServe (Lviv, Ukraine) Topic: "Music Content Selection Automation" IGOR MANZHOS Data Science Engineer, Consultant, GlobalLogic (Kharkiv, Ukraine) Topic: "Using Deep Convolutional Neural Networks for Medical Diagnostics" IGOR MISHCHENKO Data Science Engineer, Senior, GlobalLogic (Kharkiv, Ukraine) Topic: "Medical Data Normalization with Recurrent Neural Networks " Panel #6 OLEG VOLOSHKO Ph.D., Head of Big Data products, Kyivstar (Kyiv, Ukraine) Topic: "Machine Learning Algorithms in Solving Telecom Operator Issues" IRYNA ZAYTSEVA Project Manager, uData School (Kyiv, Ukraine) Topic: "Ukrainian education and data science business: are there any touch points? " IGOR VLASOV Ph.D., Compliance Manager, Fintech United Group (Kyiv, Ukraine) Topic: "Blockchain & Society" 619 Lviv Polytechnic National University Institutional Repository http://ena.lp.edu.ua Author’s Index A Chumachenko D., 415 Chupryna A., 509 Aizenberg I., 315, 392 Churyumov G., 183 Al-Ammouri A., 468 Chyrun L., 139 Al-Ammouri H., 468 Chyrun Lu., 139 Ali Rekik, 107, 342 Číž D., 528 Alieksieiev V., 32, 94 Ambach D., 212 D Ambach O., 212 Andrushchenko V., 17 Darnapuk Ye., 119 Antoshchuk S., 381, 605 Degtiarova A., 468 Artykulna N., 50 Deineko A., 7, 171 Atamanyuk V., 375 Demchuk A., 128 Atkinson K., 25 Deriuga I., 218 Azarov O., 369 Didyk O., 187 Dolotov A., 327 B Dolynyuk T., 554 Dominik A., 558 Babichev S., 336 Dorosh V., 102 Babii A., 524 Doroshenko A., 231 Balagura I., 17 Dosyn D., 145 Basalkevych O., 60 Dumin O., 434 Basalkevych O., 60 Durnyak B., 584 Basystiuk O., 478 Dvornik O., 119 Batryn N., 554 Dyvak M., 444 Batyuk A., 98, 151, 356 Beglytsia V., 70 F Berezska K., 554 Berezsky O., 554 Farzad Movahedi Sobhani, 286 Berko A., 32 Fedoronchak T., 574 Beznosyk O., 407 Filipenko O., 13 Bhushan Sh., 381 Fišer J., 411 Bidyuk P., 70 Furgala Yu., 595 Bilozetsev I., 514 Bodyanskiy Ye., 3, 7, 113, 327, 473, 519 G Boiko Olh., 503 Boiko Ol., 519 Garkavtsev M., 75 Boiko T., 271 Geche F., 151, 356 Borovenskyi O., 503 Gerasin O., 44 Borzov Yu., 157, 187, 305 Gerganov M., 605 Boyko N., 478 Gladkykh T., 599 Boyun V., 498 Glybovets M., 207 Brazhnykova Ye., 3 Golovko V., 102 Briukhovetskyi O., 227 Golovko V., 430 Bulakh V., 198 Golub S., 223 Burak N., 157 Gordon B., 171 Burov Ye., 128 Gorokhovatskyi O., 459, 464 Gorokhovatskyi V., 464 C Gorovyi Ie., 236, 534 Gostev A., 75 Charhad M., 107 Gozhyj A., 70 Chervoniak Ye., 236 Grinberg G., 193 Chornous G., 397 Grubnyk R., 599 Chuiko G., 119 xvii Lviv Polytechnic National University Institutional Repository http://ena.lp.edu.ua H Krylov V., 605 Kulishova N., 473 Havrysh B., 584 Kutucu H., 386 Hnot T., 599 Kuznetsov A., 514 Holovatch Yu., 84, 241 Kynash Yu., 162 Horpenko D., 56 Hu Zh., 402 L Hurtik P., 528 LLamonova N., 75 I Lande D., 17 Levkovych M., 375 Ignaciuk P., 424 Lewoniewski W., 21 Izonin I., 386 Li G., 25 Liberman I., 310 K Litovchenko O., 3 Liubyma Iu., 346 Kaláb O., 528 Ljaskovska S., 157, 177 Kalinina I., 70 Lotoshynska N., 542 Kalnichenko O., 346 Lozynska O., 145 Kalychak Yu., 563 Lozynskyy A., 251 Kashifuddin Qazi, 315 Lyebyedyev Ye., 276 Kashpruk N., 331 Lysa N., 538 Kenna R., 241 Lytvyn V., 128, 145 Khairova N., 21 Lytvynenko V. , 336, 411 Khaliq Z., 392 Lyubchyk L., 193 Kharchenko K., 407 Lyubinets V., 271 Khavalko V., 438 Khaya A., 166 M Khlamov S., 227 Khrutba A., 346 Makhortykh M., 276 Khymytsia N., 223 Maksymiv O., 455 Kirichenko L., 198 Malets I., 177, 259, 558 Kis Ia., 139 Malets R., 259 Klachek P., 310 Malyar M., 65 Kliuvak O., 483 Malysheva D., 473 Klochan A., 468 Manakova N., 166 Klyujnyk I., 580 Mariliv A., 494 Klyuvak A., 483 Martsyshyn R., 538 Kočárek P., 528 Martyn Ye., 177 Koman B., 134 Martynenko S., 503 Komar M., 102 Mashkov V., 411 Kondratenko N., 38 Mashtalir S., 545, 549 Kondratenko Yu., 38, 44 Mashtalir V., 545 Kondratiuk S., 420 Melnyk A., 444 Kopaliani D., 519 Melnyk R., 563 Korjagin S., 310 Mesbaholdin Salami, 286 Korobchynskyi M., 336, 494 Mieshkov S., 494 Korobov A., 503 Mikheev I., 202 Kotsovsky V., 356 Mikhnova O., 549 Koval V., 609 Minialo V., 251 Kovalchuk A., 542 Miyushkovych Y., 538 Kovalchuk M., 609 Mochulsky Yu., 595 Kovylin Ye., 322 Mohammad Sadegh Ghazizadeh, 286 Kozina Yu., 56 Mokrytska O., 375 Krak Iu., 420 Morklianyk B., 455 Kravets P., 123 Morozov V., 50, 346 Kriukova G., 207 Moskalenko A., 503 Krupelnitsky L., 369 Moskalenko V., 503 xviii Lviv Polytechnic National University Institutional Repository http://ena.lp.edu.ua Mryglod O., 241 Pukas A., 444 Mulesa O., 151 Putrenko V., 79 Mulesa P., 3 Putyatin Ye., 464 Musiolek D., 528 Myronova N., 574 R N Radivilova T., 198 Radyvonenko O., 218 Nazarenko S., 79 Rak T., 455 Nazarkevych H., 580 Rakytyanska H., 369 Nazarkevych M., 580 Rashkevych Yu., 113 Nechyporenko A., 524 Rassomakhin S., 514 Nevlydov I., 13 Riepin V., 7 Nicholas D., 271 Riznyk O., 162 Nikolskyi I., 397 Roenko A., 236 Nissen Masmoudi, 342 Romanov V., 407 Noga Yu., 162 Romanyshyn I., 251 Romanyshyn Yu., 488, 568 O Rudakova H., 247 Rusyn B., 251, 595 Oborska O., 145 Rybalchenko S., 281 Oliynyk I., 444 Rydel M., 331 Omelchuk A., 247 Osadchyi V., 218 S Oskerko S., 305 Ostakhov V., 50 Sachenko A., 102, 605, 609 Sadek M., 107 P Sakhon A., 509 Savanevych V., 227 Pabyrivska N., 171, 361 Savka N., 554 Pabyrivskyy V., 361 Semenets V., 524 Pal G., 25 Semenov B., 430 Pal R., 381 Serhiienko R., 514 Palchykov V., 84 Setlak G., 327 Partyka S., 183 Shafronenko A., 327 Pashynska N., 79 Shakhovska N., 478 Pavlyshenko B., 255 Sharapov D., 534 Peleshko D., 305, 113, 455 Sharkadi M., 65 Peleshko M., 352 Shcherbakova G., 605 Peredrii O., 459, 464 Shelevytska V., 430 Perova I., 3 Shelevytsky I., 430 Petrasova S., 21 Sherstiuk V., 590 Pitsun O., 554 Shevchenko M., 534 Plakhtii V., 434 Shlokin V., 514 Pliss I., 171, 519 Shynkarenko H., 259 Pochanin G., 434 Shyrokorad D., 434 Pohorelov A., 227 Sikora L., 538 Polezhai V., 509 Sipko O., 265 Polishchuk V., 65 Sirenko F., 236 Polyakova M., 605 Skorokhoda O., 438 Polyvoda O., 247 Skrynkovskyy R., 134, 483 Ponomaryova G., 13 Škvor J., 336 Popovych V., 558 Slonov M., 494 Povshuk O., 162 Smelyakov K., 509 Prishchenko O., 434 Smotr O., 157, 187 Prokopenko D., 166 Snytyuk V., 265 Prydatko O., 177, 187, 558 Sokol I., 590 Puchala D., 88 Sokolovskyy Ya., 375 xix Lviv Polytechnic National University Institutional Repository http://ena.lp.edu.ua Solotvinskyy I., 187 Volkovsky O., 322 Steshenko G., 346 Voloshchuk V., 151 Stokfiszewski K., 88 Voloshyn Ol., 65 Stolbovyi M., 545, 549 Voloshyn Or., 455 Suprun O., 265 Voloshyn V., 305 Szymanski Z., 70 Voronenko M., 336, 411 Vovk V., 534 T Vynokurova O., 113, 305, 352 Vysotska V., 128, 139, 145 Tarasiuk P., 448 Tatarinova Yu., 364 W Tesluyk T., 438 Tkachenko R., 386 Walaszek-Babiszewska A., 331 Tkachov V., 183 Wieczorek L., 424 Tkachuk R., 538 Wieloch K., 88 Tokarev V., 183 Y Tomis M., 528 Tsmots I., 438 Yakobchuk P., 102 Tsymbal Yu., 438 Yatsymirskyy M., 88, 448 Turuta O., 524 Yelmanov S., 488, 568 Tverdokhlib Ye., 574 Yeremenko D., 509 Tymchenko O., 584 Yerokhin A., 524 Tymchenko O. Jr., 584 Yuzevych V., 134 Tyshchenko O., 402 Z V Zadorozhnii Ye., 574 Vahin P., 259 Zahorodnia D., 609 Vergeles A., 166 Zaporozhets Yu., 44 Verhun V., 98 Zavgorodnia O., 202 Vitynskyi P., 386 Zavgorodnii I., 3 Vlasenko A., 352 Zayika O., 171 Vlasenko N., 352 Zharikova M., 590 Voityshyn V., 98 Zhernova P., 7, 171 Volkova M., 13 Zozulia V., 534 Volkova N., 56 Zrigui M., 107 Volkova V., 218 Zyma O., 202 xx Lviv Polytechnic National University Institutional Repository http://ena.lp.edu.ua Chief Editors Olena Vynokurova, Dmytro Peleshko Editorial Board V.
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