{"id":142203,"date":"2021-03-17T13:22:42","date_gmt":"2021-03-17T13:22:42","guid":{"rendered":"https:\/\/devopspro.lt\/?page_id=142203"},"modified":"2021-03-18T18:18:22","modified_gmt":"2021-03-18T18:18:22","slug":"forecasting-based-proactive-optimization-of-cloud-resources","status":"publish","type":"page","link":"https:\/\/devopspro.lt\/forecasting-based-proactive-optimization-of-cloud-resources\/","title":{"rendered":"Forecasting based proactive optimization of cloud resources"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.8.2&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;0px||0px||true|&#8221; global_module=&#8221;142222&#8243;][et_pb_row module_id=&#8221;sticky&#8221; _builder_version=&#8221;4.8.2&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#e65124&#8243; width=&#8221;100%&#8221; max_width=&#8221;2560px&#8221; custom_padding=&#8221;17px||17px||true|&#8221;][et_pb_column type=&#8221;4_4&#8243; 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padding-top: 3px;\">Vilnius and Online<\/p>\n<\/div>\n<\/div>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|tablet&#8221; _builder_version=&#8221;3.29.3&#8243; background_color=&#8221;#1e1e1e&#8221; custom_padding=&#8221;30px|||||&#8221; custom_padding_tablet=&#8221;30px||||false|false&#8221; custom_padding_phone=&#8221;0px||||false|false&#8221;][et_pb_row column_structure=&#8221;2_5,3_5&#8243; _builder_version=&#8221;4.4.2&#8243; background_color=&#8221;#000000&#8243; width_tablet=&#8221;100%&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|tablet&#8221; max_width=&#8221;850px&#8221; custom_padding=&#8221;0px|0px|0px|0px|false|true&#8221; locked=&#8221;off&#8221;][et_pb_column type=&#8221;2_5&#8243; _builder_version=&#8221;3.29.3&#8243;][et_pb_image src=&#8221;https:\/\/devopspro.lt\/wp-content\/uploads\/2021\/03\/Do_PawelSkrzypek_500x500_round.png&#8221; title_text=&#8221;Do_Pawe\u0142Skrzypek_500x500_round&#8221; align=&#8221;center&#8221; _builder_version=&#8221;4.8.2&#8243; max_width=&#8221;85%&#8221; custom_padding=&#8221;||0px||false|false&#8221;][\/et_pb_image][\/et_pb_column][et_pb_column type=&#8221;3_5&#8243; _builder_version=&#8221;3.29.3&#8243;][et_pb_text _builder_version=&#8221;4.8.2&#8243; header_text_color=&#8221;#fcb814&#8243; custom_margin=&#8221;35px|||||&#8221; custom_margin_tablet=&#8221;&#8221; custom_margin_phone=&#8221;0px||||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; animation_style=&#8221;fade&#8221; header_text_align_tablet=&#8221;&#8221; header_text_align_phone=&#8221;center&#8221; header_text_align_last_edited=&#8221;on|phone&#8221;]<\/p>\n<h1>Pawe\u0142 Skrzypek<\/h1>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;||12px|||&#8221; animation_style=&#8221;fade&#8221; animation_delay=&#8221;50ms&#8221; text_orientation_tablet=&#8221;&#8221; text_orientation_phone=&#8221;center&#8221; text_orientation_last_edited=&#8221;on|phone&#8221;]<strong>Positon:\u00a0<\/strong>Chief Technology Officer<\/p>\n<p><strong><span>Company:\u00a0<\/span><\/strong>AI Investments<\/p>\n<p><strong><span>Country:\u00a0<\/span><\/strong><span>Poland<\/span>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row custom_padding_last_edited=&#8221;on|tablet&#8221; _builder_version=&#8221;4.0.9&#8243; background_color=&#8221;#2b2b2b&#8221; width_tablet=&#8221;100%&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|tablet&#8221; max_width=&#8221;850px&#8221; max_width_tablet=&#8221;850px&#8221; max_width_phone=&#8221;&#8221; max_width_last_edited=&#8221;on|tablet&#8221; custom_padding=&#8221;30px|46px|30px|46px|false|true&#8221; custom_padding_tablet=&#8221;|30px||30px|true|true&#8221; custom_padding_phone=&#8221;|20px||20px|false|true&#8221; border_radii=&#8221;off|||3px|3px&#8221; locked=&#8221;off&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;3.29.3&#8243;][et_pb_text _builder_version=&#8221;4.0.9&#8243; text_font=&#8221;|600|||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;22px&#8221; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#002258&#8243; custom_margin=&#8221;||5px|0px&#8221; custom_padding=&#8221;10px|||&#8221; animation_style=&#8221;fade&#8221; animation_delay=&#8221;100ms&#8221;]<\/p>\n<p>Biography<\/p>\n<p>[\/et_pb_text][et_pb_divider divider_weight=&#8221;3px&#8221; _builder_version=&#8221;3.15&#8243; height=&#8221;5px&#8221; custom_margin=&#8221;0px||0px|&#8221; custom_padding=&#8221;0px||0px|&#8221;][\/et_pb_divider][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;15px|||&#8221; animation_style=&#8221;fade&#8221; animation_delay=&#8221;150ms&#8221;]<\/p>\n<p style=\"text-align: justify;\">Experienced architect of IT solutions, in particular in the field of processing large data sets and machine learning solutions. In the years 2006 &#8211; 2015 he co-created the architecture of IT systems solutions for the biggest companies in Poland. In the years 2016-2019 he carried out projects in the area of Cloud Computing and AI and deployed one of the most advanced AI solutions for the investments industry. Technical director of MELODIC multicloud optimization and management platform.<\/p>\n<p>[\/et_pb_text][et_pb_social_media_follow use_icon_font_size=&#8221;on&#8221; icon_font_size=&#8221;15px&#8221; _builder_version=&#8221;4.8.2&#8243; text_orientation=&#8221;left&#8221; custom_margin=&#8221;|||&#8221; custom_padding=&#8221;|||&#8221; animation_style=&#8221;fade&#8221;][et_pb_social_media_follow_network social_network=&#8221;linkedin&#8221; url=&#8221;https:\/\/www.linkedin.com\/in\/pawel-skrzypek-836344\/&#8221; _builder_version=&#8221;4.8.2&#8243; background_color=&#8221;#007bb6&#8243; follow_button=&#8221;off&#8221; url_new_window=&#8221;on&#8221;]linkedin[\/et_pb_social_media_follow_network][\/et_pb_social_media_follow][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;2_5,3_5&#8243; _builder_version=&#8221;4.4.2&#8243; background_color=&#8221;#000000&#8243; width_tablet=&#8221;100%&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|tablet&#8221; max_width=&#8221;850px&#8221; custom_padding=&#8221;0px|0px|0px|0px|false|true&#8221; locked=&#8221;off&#8221;][et_pb_column type=&#8221;2_5&#8243; _builder_version=&#8221;3.29.3&#8243;][et_pb_image src=&#8221;https:\/\/devopspro.lt\/wp-content\/uploads\/2021\/03\/Do_MartaRozanska_500x500_round.png&#8221; title_text=&#8221;Do_MartaR\u00f3\u017ca\u0144ska_500x500_round&#8221; align=&#8221;center&#8221; _builder_version=&#8221;4.8.2&#8243; max_width=&#8221;85%&#8221; custom_padding=&#8221;||0px||false|false&#8221;][\/et_pb_image][\/et_pb_column][et_pb_column type=&#8221;3_5&#8243; _builder_version=&#8221;3.29.3&#8243;][et_pb_text _builder_version=&#8221;4.8.2&#8243; header_text_color=&#8221;#fcb814&#8243; custom_margin=&#8221;35px|||||&#8221; custom_margin_tablet=&#8221;&#8221; custom_margin_phone=&#8221;0px||||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; animation_style=&#8221;fade&#8221; header_text_align_tablet=&#8221;&#8221; header_text_align_phone=&#8221;center&#8221; header_text_align_last_edited=&#8221;on|phone&#8221;]<\/p>\n<h1>Marta R\u00f3\u017ca\u0144ska<\/h1>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;||12px|||&#8221; animation_style=&#8221;fade&#8221; animation_delay=&#8221;50ms&#8221; text_orientation_tablet=&#8221;&#8221; text_orientation_phone=&#8221;center&#8221; text_orientation_last_edited=&#8221;on|phone&#8221;]<strong>Positon:\u00a0<\/strong>Senior Researcher<\/p>\n<p><strong><span>Company:\u00a0<\/span><\/strong>University of Oslo<\/p>\n<p><strong><span>Country:\u00a0<\/span><\/strong><span>Poland<\/span>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row custom_padding_last_edited=&#8221;on|tablet&#8221; _builder_version=&#8221;4.0.9&#8243; background_color=&#8221;#2b2b2b&#8221; width_tablet=&#8221;100%&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|tablet&#8221; max_width=&#8221;850px&#8221; max_width_tablet=&#8221;850px&#8221; max_width_phone=&#8221;&#8221; max_width_last_edited=&#8221;on|tablet&#8221; custom_padding=&#8221;30px|46px|30px|46px|false|true&#8221; custom_padding_tablet=&#8221;|30px||30px|true|true&#8221; custom_padding_phone=&#8221;|20px||20px|false|true&#8221; border_radii=&#8221;off|||3px|3px&#8221; locked=&#8221;off&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;3.29.3&#8243;][et_pb_text _builder_version=&#8221;4.0.9&#8243; text_font=&#8221;|600|||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;22px&#8221; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#002258&#8243; custom_margin=&#8221;||5px|0px&#8221; custom_padding=&#8221;10px|||&#8221; animation_style=&#8221;fade&#8221; animation_delay=&#8221;100ms&#8221;]<\/p>\n<p>Biography<\/p>\n<p>[\/et_pb_text][et_pb_divider divider_weight=&#8221;3px&#8221; _builder_version=&#8221;3.15&#8243; height=&#8221;5px&#8221; custom_margin=&#8221;0px||0px|&#8221; custom_padding=&#8221;0px||0px|&#8221;][\/et_pb_divider][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;15px|||&#8221; animation_style=&#8221;fade&#8221; animation_delay=&#8221;150ms&#8221;]<\/p>\n<p style=\"text-align: justify;\">Marta R\u00f3\u017ca\u0144ska is a Ph.D. student at the University of Oslo and a senior architect at 7bulls.com. Marta obtained her BS and MSc degrees in Computer Science from the University of Warsaw, in 2015 and 2018, respectively. She has been working on Cloud computing optimization for 4 years and she is one of the key persons responsible for the development of the MELODIC platform. Marta also has published several research papers in this area. Her Master\u2019s thesis investigated modeling and implementation of user preferences by utility functions in order to evaluate the configuration of Cloud application deployments. Her Ph.D. thesis is connected with utility-based optimization of Cloud application resources. She was one of the key developers of the MELODIC platform, and now she is a Work Package leader in the MORPHEMIC H2020 project. Her research interests include stochastic multi-objective optimization, Cloud Computing, and Machine Learning.&#8221;<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;2_5,3_5&#8243; _builder_version=&#8221;4.4.2&#8243; background_color=&#8221;#000000&#8243; width_tablet=&#8221;100%&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|tablet&#8221; max_width=&#8221;850px&#8221; custom_padding=&#8221;0px|0px|0px|0px|false|true&#8221; locked=&#8221;off&#8221;][et_pb_column type=&#8221;2_5&#8243; _builder_version=&#8221;3.29.3&#8243;][et_pb_image src=&#8221;https:\/\/devopspro.lt\/wp-content\/uploads\/2021\/03\/Do_AliciaReniewicz_500x500_round.png&#8221; title_text=&#8221;Do_AliciaReniewicz_500x500_round&#8221; align=&#8221;center&#8221; _builder_version=&#8221;4.8.2&#8243; max_width=&#8221;85%&#8221; custom_padding=&#8221;||0px||false|false&#8221;][\/et_pb_image][\/et_pb_column][et_pb_column type=&#8221;3_5&#8243; _builder_version=&#8221;3.29.3&#8243;][et_pb_text _builder_version=&#8221;4.8.2&#8243; header_text_color=&#8221;#fcb814&#8243; custom_margin=&#8221;35px|||||&#8221; custom_margin_tablet=&#8221;&#8221; custom_margin_phone=&#8221;0px||||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; animation_style=&#8221;fade&#8221; header_text_align_tablet=&#8221;&#8221; header_text_align_phone=&#8221;center&#8221; header_text_align_last_edited=&#8221;on|phone&#8221;]<\/p>\n<h1>Alicia Reniewicz<\/h1>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;||12px|||&#8221; animation_style=&#8221;fade&#8221; animation_delay=&#8221;50ms&#8221; text_orientation_tablet=&#8221;&#8221; text_orientation_phone=&#8221;center&#8221; text_orientation_last_edited=&#8221;on|phone&#8221;]<strong>Positon:\u00a0<\/strong>Technical Team Leader <\/p>\n<p><strong><span>Company:\u00a0<\/span><\/strong>7bulls.com Sp. z o.o.<\/p>\n<p><strong><span>Country:\u00a0<\/span><\/strong><span>Poland<\/span>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row custom_padding_last_edited=&#8221;on|tablet&#8221; _builder_version=&#8221;4.0.9&#8243; background_color=&#8221;#2b2b2b&#8221; width_tablet=&#8221;100%&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|tablet&#8221; max_width=&#8221;850px&#8221; max_width_tablet=&#8221;850px&#8221; max_width_phone=&#8221;&#8221; max_width_last_edited=&#8221;on|tablet&#8221; custom_padding=&#8221;30px|46px|0px|46px|false|true&#8221; custom_padding_tablet=&#8221;|30px||30px|true|true&#8221; custom_padding_phone=&#8221;|20px||20px|false|true&#8221; border_radii=&#8221;off|||3px|3px&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;3.29.3&#8243;][et_pb_text _builder_version=&#8221;4.0.9&#8243; text_font=&#8221;|600|||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;22px&#8221; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#002258&#8243; custom_margin=&#8221;||5px|0px&#8221; custom_padding=&#8221;10px|||&#8221;]<\/p>\n<p>Biography<\/p>\n<p>[\/et_pb_text][et_pb_divider divider_weight=&#8221;3px&#8221; _builder_version=&#8221;4.0.9&#8243; height=&#8221;5px&#8221; custom_margin=&#8221;0px||0px|&#8221; custom_padding=&#8221;0px||0px|&#8221;][\/et_pb_divider][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;15px|||&#8221; animation_style=&#8221;fade&#8221; animation_delay=&#8221;150ms&#8221; locked=&#8221;off&#8221;]<\/p>\n<p style=\"text-align: justify;\">Alicia Reniewicz is the technical leader in the MORPHEMIC project and full stack developer (in technologies related to web applications: Java, Spring, Spring Boot, Angular, Bootstrap, Angular Material, HTML5, CSS), code integration, and maintenance (Docker, CI\/CD configurations), use of cloud services also in programming (Amazon Web Service, Open Stack, Google Cloud Platform). Alicja has extensive knowledge and experience related to cloud computing with a focus on multicloud deployment. She has also very good knowledge about leading cloud providers: AWS, GCP, and Azure. In 7bulls she is leading the development of the MELODIC platform.<\/p>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.0.9&#8243; text_font=&#8221;|600|||||||&#8221; text_text_color=&#8221;#fc5a1b&#8221; text_font_size=&#8221;20px&#8221; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#002258&#8243; custom_margin=&#8221;||5px|0px&#8221; custom_padding=&#8221;10px|||&#8221;]<\/p>\n<p><span>Workshop<\/span><\/p>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#ffffff&#8221; header_font=&#8221;|600|||||||&#8221; header_text_color=&#8221;#ffffff&#8221; custom_margin=&#8221;0px||5px|&#8221; custom_padding=&#8221;0px|||&#8221; saved_tabs=&#8221;all&#8221;]<\/p>\n<h1>Forecasting based proactive optimization of cloud resources<\/h1>\n<p>[\/et_pb_text][et_pb_divider color=&#8221;#fc5a1b&#8221; divider_weight=&#8221;3px&#8221; _builder_version=&#8221;3.15&#8243; 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custom_css_blurb_content=&#8221;margin:0;&#8221;]<\/p>\n<p><span>9:00, 24 March<\/span><\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.0.9&#8243; custom_padding=&#8221;20px|20px|10px|20px|false|true&#8221; background_color_gradient_direction_tablet=&#8221;90deg&#8221; border_radii=&#8221;off||||&#8221; border_radii_tablet=&#8221;&#8221; border_radii_phone=&#8221;&#8221; border_radii_last_edited=&#8221;on|phone&#8221;][et_pb_blurb title=&#8221;Venue&#8221; use_icon=&#8221;on&#8221; font_icon=&#8221;%%122%%&#8221; icon_placement=&#8221;left&#8221; use_icon_font_size=&#8221;on&#8221; icon_font_size=&#8221;30px&#8221; _builder_version=&#8221;4.4.0&#8243; header_font=&#8221;|600|||||||&#8221; header_text_color=&#8221;#ffffff&#8221; body_font=&#8221;||||||||&#8221; body_text_color=&#8221;#ffffff&#8221; animation=&#8221;off&#8221; custom_css_blurb_content=&#8221;margin:0;&#8221;]Online[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.0.9&#8243; custom_padding=&#8221;20px|20px|10px|20px|false|true&#8221; background_color_gradient_direction_tablet=&#8221;90deg&#8221; border_radii=&#8221;off||3px|3px|&#8221; border_radii_tablet=&#8221;off||0px|3px|3px&#8221; border_radii_phone=&#8221;&#8221; border_radii_last_edited=&#8221;on|desktop&#8221;][et_pb_blurb title=&#8221;Language&#8221; use_icon=&#8221;on&#8221; font_icon=&#8221;%%165%%&#8221; icon_placement=&#8221;left&#8221; use_icon_font_size=&#8221;on&#8221; icon_font_size=&#8221;30px&#8221; _builder_version=&#8221;4.0.9&#8243; header_font=&#8221;|600|||||||&#8221; header_text_color=&#8221;#ffffff&#8221; body_font=&#8221;||||||||&#8221; body_text_color=&#8221;#ffffff&#8221; animation=&#8221;off&#8221; custom_css_blurb_content=&#8221;margin:0;&#8221;]<\/p>\n<p><span>English<\/span><\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][\/et_pb_row][et_pb_row custom_padding_last_edited=&#8221;on|tablet&#8221; _builder_version=&#8221;4.2.2&#8243; background_color=&#8221;#2b2b2b&#8221; z_index=&#8221;0&#8243; width_tablet=&#8221;100%&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|tablet&#8221; max_width=&#8221;850px&#8221; max_width_tablet=&#8221;850px&#8221; max_width_phone=&#8221;&#8221; max_width_last_edited=&#8221;on|tablet&#8221; custom_padding=&#8221;5px|46px|30px|46px|false|true&#8221; custom_padding_tablet=&#8221;|30px||30px|true|true&#8221; custom_padding_phone=&#8221;|20px||20px|false|true&#8221; border_radii=&#8221;off|||3px|3px&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;3.29.3&#8243;][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;15px|||&#8221;]<\/p>\n<p style=\"text-align: justify;\">During the last couple of years, hybrid and multi-cloud solutions are becoming very popular.<br \/>With the emerging cloud options, modern enterprises increasingly rely on hybrid cloud<br \/>solutions to meet their computational demands by acquiring additional resources from public<br \/>clouds dynamically as per their needs. International Data Corporation (IDC), which is a leading<br \/>market-research firm, in its CloudView Survey 2017, reported that 87% of cloud users have<br \/>adopted a hybrid cloud strategy and 56% of the users use more than one type of cloud<br \/>deployment. Still, many organisations hesitate to use Cloud computing because they have data<br \/>that must stay private, and it is difficult to avoid Cloud provider lock-in. Moreover, different<br \/>Cloud providers offer different solutions and it could be desirable to mix and match the best<br \/>offerings. The minimal deployment requirements for most Cloud users are to minimise the<br \/>deployment cost while maximising the performance of their application. Cloud Computing<br \/>offers significant advantages over traditional cluster computing architectures including<br \/>flexibility, high-availability, ease of deployments, and on-demand resource allocation &#8211; all<br \/>packed up in an attractive pay-as-you-go economic model for the users.<\/p>\n<p style=\"text-align: justify;\">This workshop, entitled: \u201cForecasting based proactive optimization of cloud resources\u201d will<br \/>provide an introduction to the Multi-Cloud application modelling, configuration, deployment,<br \/>and adaptation, including the survey of the existing Cloud Management Platforms (CMP),<br \/>modelling methods, and languages.<\/p>\n<p style=\"text-align: justify;\">Moreover, we will provide an overview of the latest research, the comparison of different<br \/>CMPs available (such as Cyclone RightScale and Google Cloud Anthos).<br \/>During our workshop, we will use the MELODIC open source middleware platform to<br \/>implement a self-adaptive deployment and reconfiguration system based on a feedbackdriven control loop for an example multicomponent Cloud application doing genome data<br \/>mining.<\/p>\n<p style=\"text-align: justify;\">Based on the MELODIC approach, we will show existing research project MORPHEMIC and its<br \/>first release of Proactive and Polymorphic Adaptation, Proactive Scheduler, Self-healing Event<br \/>Management System and CAMEL Designer. We will also mention existing research challenges<br \/>in the area to motivate research in this direction.<\/p>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.0.9&#8243; text_font=&#8221;|600|||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;22px&#8221; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#002258&#8243; custom_margin=&#8221;||5px|0px&#8221; custom_padding=&#8221;10px|||&#8221;]<\/p>\n<p>Agenda<\/p>\n<p>[\/et_pb_text][et_pb_divider color=&#8221;#fc5a1b&#8221; divider_weight=&#8221;3px&#8221; _builder_version=&#8221;4.0.9&#8243; height=&#8221;5px&#8221; custom_margin=&#8221;0px||0px|&#8221; custom_padding=&#8221;0px||0px|&#8221;][\/et_pb_divider][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;15px|||&#8221;]<\/p>\n<p style=\"text-align: justify;\">This workshop is divided into two sessions:<br \/><strong>I An Introduction to Multi-Clouds and Modelling Cloud Applications<\/strong><\/p>\n<p style=\"text-align: justify;\">(1) Introduction to Multi-Cloud optimization, MAPE-K loop applied in Cloud optimization,<br \/>(2) Survey of the latest research and the existing tools,<br \/>(3) Step by step modelling Cloud application and designing utility function for Cloud<br \/>application<\/p>\n<p style=\"text-align: justify;\"><strong>II Multi-Cloud Deployment, Monitoring, and Adaptations<\/strong><\/p>\n<p style=\"text-align: justify;\">(1) Overview of MELODIC and extensions in MORPHEMIC<br \/>(2) Hands-On: Setting up the MELODIC platform<br \/>(3) Hands-On: Autonomous Optimization in the Cloud<br \/>(4) Existing Research Challenges and Summary<\/p>\n<p style=\"text-align: justify;\"><strong>III. LEARNING OUTCOME<\/strong><br \/>This workshop will introduce attendees to the concepts of Multi-Clouds, as well as provide a<br \/>practical guide to the existing state-of-the-art Multi-Cloud solutions. The workshop not only<br \/>provides up-to-date information about Multi-Cloud optimization tools and technologies but<br \/>also identifies current challenges to motivate research in this direction. Attendees will be able<br \/>to practically see Multi-Cloud autonomous optimization in action using a series of hands-on<br \/>exercises so they can gain a better understanding of how Multi-Cloud technologies can<br \/>empower Cloud applications and counter vendor lock-in. It is important to notice that this<br \/>workshop will be focused on the optimisation aspect in Multi- Cloud technologies and the<br \/>implementation of MAPE-K loop in this field, which is a very demanding area of both research<br \/>and development these days.<\/p>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.0.11&#8243; text_font=&#8221;|600|||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;22px&#8221; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#002258&#8243; custom_margin=&#8221;||5px|0px&#8221; custom_padding=&#8221;10px|||&#8221;]Objectives[\/et_pb_text][et_pb_divider color=&#8221;#fc5a1b&#8221; divider_weight=&#8221;3px&#8221; _builder_version=&#8221;4.0.9&#8243; height=&#8221;5px&#8221; custom_margin=&#8221;0px||0px|&#8221; custom_padding=&#8221;0px||0px|&#8221;][\/et_pb_divider][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;15px|||&#8221;]<\/p>\n<p style=\"text-align: justify;\">During our workshop, we will present how to implement Multi-Cloud native strategies using<br \/>an advanced open-source framework that allows for Cloud-agnostic Cross-Cloud deployment<br \/>and optimized management of a Cloud application based on flexible monitoring, contextaware maximization of the application owner\u2019s utility of the deployed application, and<br \/>autonomic reconfiguration based on the application\u2019s current execution context. We provide<br \/>a practical introduction to Multi-Cloud application modelling, configuration, deployment, and<br \/>adaptation. All stages of the Cloud deployment planning and designing process will be shown. <br \/>Also, all the key steps in the deployment and autonomic application management will be<br \/>demonstrated.<\/p>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.0.11&#8243; text_font=&#8221;|600|||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;22px&#8221; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#002258&#8243; custom_margin=&#8221;||5px|0px&#8221; custom_padding=&#8221;10px|||&#8221;]Target audience[\/et_pb_text][et_pb_divider color=&#8221;#fc5a1b&#8221; divider_weight=&#8221;3px&#8221; _builder_version=&#8221;4.0.9&#8243; height=&#8221;5px&#8221; custom_margin=&#8221;0px||0px|&#8221; custom_padding=&#8221;0px||0px|&#8221;][\/et_pb_divider][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;15px|||&#8221;]<\/p>\n<p style=\"text-align: justify;\">This workshop aims at Cloud researchers, developers, and system administrators that are<br \/>familiar with the basic concepts of Cloud computing. We encourage attendees to work on their<br \/>laptop and follow the hands-on exercises. Cloud credentials to Cloud Providers for the handson sessions will be provided for attendees. Hands-on exercises are designed in a way that does<br \/>not leave beginners behind, while still providing useful tips to the experienced Cloud<br \/>enthusiasts.<\/p>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.0.11&#8243; text_font=&#8221;|600|||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;22px&#8221; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#002258&#8243; custom_margin=&#8221;||5px|0px&#8221; custom_padding=&#8221;10px|||&#8221;]Technical requirements[\/et_pb_text][et_pb_divider color=&#8221;#fc5a1b&#8221; divider_weight=&#8221;3px&#8221; _builder_version=&#8221;4.0.9&#8243; height=&#8221;5px&#8221; custom_margin=&#8221;0px||0px|&#8221; custom_padding=&#8221;0px||0px|&#8221;][\/et_pb_divider][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;15px|||&#8221;]<\/p>\n<p>&#8211; Chrome web browser<br \/>&#8211; Ability to make ssh connection to Virtual machine<\/p>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_font=&#8221;|600|||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;22px&#8221; header_font=&#8221;|600|||||||&#8221; header_text_align=&#8221;left&#8221; header_text_color=&#8221;#002258&#8243; custom_margin=&#8221;||5px|0px&#8221; custom_padding=&#8221;10px|||&#8221;]<\/p>\n<p>Trainer<\/p>\n<p>[\/et_pb_text][et_pb_divider color=&#8221;#fc5a1b&#8221; divider_weight=&#8221;3px&#8221; _builder_version=&#8221;4.0.9&#8243; height=&#8221;5px&#8221; custom_margin=&#8221;0px||0px|&#8221; custom_padding=&#8221;0px||0px|&#8221; locked=&#8221;off&#8221;][\/et_pb_divider][et_pb_text _builder_version=&#8221;4.8.2&#8243; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;16px&#8221; custom_padding=&#8221;15px|||&#8221;]<\/p>\n<p style=\"text-align: justify;\"><strong>Marta R\u00f3\u017ca\u0144ska<\/strong> is a PhD student at University of Oslo and researcher developer at 7bulls.com.<br \/>Marta obtained her BS and MSc degrees in Computer Science from the University of Warsaw,<br \/>in 2015 and 2018, respectively. She has been working on Cloud computing optimisation for 4<br \/>years. Marta has published several research papers in this area. Her Master\u2019s thesis<br \/>investigated modelling and implementation of user preferences by utility functions in order to<br \/>evaluate configuration of Cloud application deployments. Her PhD thesis is connected with<br \/>utility-based optimisation of Cloud application resources. She was one of the key developers<br \/>of the MELODIC platform, and now she is a Work Package leader in MORPHEMIC H2020<br \/>project. Her research interests include stochastic multi-objective optimisation, Cloud<br \/>Computing, and Machine Learning.<\/p>\n<p style=\"text-align: justify;\"><strong>Alicia Reniewicz<\/strong> is a full stack developer (in technologies related to web applications: Java,<br \/>Spring, Spring Boot, Angular, Bootstrap, Angular Material, HTML5, CSS), code integration and<br \/>maintenance (Docker, CI\/CD configurations), use of cloud services also in programming<br \/>(Amazon Web Service, Open Stack, Google Cloud Platform), presentation of 7bulls.com\u2019s<br \/>MELODIC platform to potential customers from a technical point of view, currently also team <br \/>leader (managing development work in a team, task separation, statuses, working in Agile<br \/>concept).<\/p>\n<p style=\"text-align: justify;\"><strong>Pawe\u0142 Skrzypek<\/strong> is highly experienced architect of ICT systems, with extensive knowledge of<br \/>machine learning and Big Data solutions. Chief Multi Cloud architect, working on<br \/>http:\/\/www.melodic.cloud project and other Cloud Computing projects, focusing on multi<br \/>cloud and serverless approach. Pawe\u0142 has over 20 years of experience in the field of ICT.<br \/>Worked as an IT consultant, manager of the programming team, analyst and architect. 2006 &#8211;<br \/>2015 he worked as the Head of the IT Project Management team and CIO adviser at Cyfrowy<br \/>Polsat S.A. &#8211; the largest Polish and 4th European satellite platform operator. In the project<br \/>Pawe\u0142 will be responsible for supervising development of the whole platform and results<br \/>evaluation<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;3.22&#8243; background_color=&#8221;#1e1e1e&#8221; background_color_gradient_direction=&#8221;174deg&#8221; custom_padding=&#8221;5px|0px|54px|0px|false|false&#8221;][et_pb_row custom_padding_last_edited=&#8221;on|phone&#8221; _builder_version=&#8221;4.0.9&#8243; width=&#8221;100%&#8221; max_width=&#8221;850px&#8221; custom_padding=&#8221;|46px||46px|false|true&#8221; custom_padding_tablet=&#8221;|30px||30px|false|true&#8221; custom_padding_phone=&#8221;|20px||20px|false|true&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.0.9&#8243; custom_padding=&#8221;|||&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_button button_url=&#8221;\/workshops\/&#8221; button_text=&#8221;Back to Workshops List&#8221; button_alignment=&#8221;right&#8221; _builder_version=&#8221;4.0.9&#8243; custom_button=&#8221;on&#8221; button_text_size=&#8221;14px&#8221; button_text_color=&#8221;#ffffff&#8221; button_border_width=&#8221;0px&#8221; button_border_radius=&#8221;0px&#8221; button_font=&#8221;||||||||&#8221; button_icon=&#8221;%%23%%&#8221; button_icon_color=&#8221;#fcb814&#8243; button_icon_placement=&#8221;left&#8221; button_on_hover=&#8221;off&#8221; custom_margin=&#8221;|0px|||false|false&#8221; custom_padding=&#8221;|0px|||false|false&#8221; button_text_color_hover=&#8221;rgba(255,255,255,0.7)&#8221; button_border_color_hover=&#8221;rgba(0,0,0,0)&#8221; button_border_radius_hover=&#8221;0px&#8221; button_letter_spacing_hover=&#8221;0px&#8221; button_bg_color_hover=&#8221;rgba(0,0,0,0)&#8221; button_text_size__hover_enabled=&#8221;off&#8221; button_one_text_size__hover_enabled=&#8221;off&#8221; button_two_text_size__hover_enabled=&#8221;off&#8221; button_text_color__hover_enabled=&#8221;on&#8221; button_text_color__hover=&#8221;rgba(255,255,255,0.7)&#8221; button_one_text_color__hover_enabled=&#8221;off&#8221; button_two_text_color__hover_enabled=&#8221;off&#8221; button_border_width__hover_enabled=&#8221;off&#8221; button_one_border_width__hover_enabled=&#8221;off&#8221; button_two_border_width__hover_enabled=&#8221;off&#8221; button_border_color__hover_enabled=&#8221;on&#8221; button_border_color__hover=&#8221;rgba(0,0,0,0)&#8221; button_one_border_color__hover_enabled=&#8221;off&#8221; button_two_border_color__hover_enabled=&#8221;off&#8221; button_border_radius__hover_enabled=&#8221;on&#8221; button_border_radius__hover=&#8221;0px&#8221; button_one_border_radius__hover_enabled=&#8221;off&#8221; button_two_border_radius__hover_enabled=&#8221;off&#8221; button_letter_spacing__hover_enabled=&#8221;on&#8221; button_letter_spacing__hover=&#8221;0px&#8221; button_one_letter_spacing__hover_enabled=&#8221;off&#8221; button_two_letter_spacing__hover_enabled=&#8221;off&#8221; button_bg_color__hover_enabled=&#8221;on&#8221; button_bg_color__hover=&#8221;rgba(0,0,0,0)&#8221; button_one_bg_color__hover_enabled=&#8221;off&#8221; button_two_bg_color__hover_enabled=&#8221;off&#8221;][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>DevOps Pro Europe 2021 ONLINE EDITION May 11-13 Online Pawe\u0142 Skrzypek Positon:\u00a0Chief Technology Officer Company:\u00a0AI Investments Country:\u00a0Poland Biography Experienced architect of IT solutions, in particular in the field of processing large data sets and machine learning solutions. In the years 2006 &#8211; 2015 he co-created the architecture of IT systems solutions for the biggest companies [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v16.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Forecasting based proactive optimization of cloud resources - DevOps Pro Europe<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/devopspro.lt\/forecasting-based-proactive-optimization-of-cloud-resources\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Forecasting based proactive optimization of cloud resources - DevOps Pro Europe\" \/>\n<meta property=\"og:description\" content=\"DevOps Pro Europe 2021 ONLINE EDITION May 11-13 Online Pawe\u0142 Skrzypek Positon:\u00a0Chief Technology Officer Company:\u00a0AI Investments Country:\u00a0Poland Biography Experienced architect of IT solutions, in particular in the field of processing large data sets and machine learning solutions. 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