{"689786":{"#nid":"689786","#data":{"type":"event","title":"CHHS Webinar Series: \u0022Infectious Disease Forecasting with Digital Data Streams: Comparing AI Transformers with Classical Statistical Methods\u0022","body":[{"value":"\u003Cp\u003EAccurate and timely forecasting of infectious diseases is critical for public health decision-making. Over the past decade, digital data streams such as internet search queries, electronic health records, and pharmacy sales data have emerged as powerful supplements to traditional surveillance systems.\u003C\/p\u003E\u003Cp\u003EThis seminar presents a synthesis of research focused on leveraging these data sources for infectious disease prediction, spanning from classical statistical approaches to modern AI architectures.\u003C\/p\u003E\u003Ch3\u003EKey Areas of Discussion:\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EStatistical Methodologies:\u003C\/strong\u003E The presentation covers a family of models that combine autoregressive time series structure with penalized regression on Google search data. This includes extensions to spatial-temporal modeling, multi-disease settings, and COVID-19 adaptation.\u003C\/li\u003E\u003Cli\u003E\u003Cstrong\u003EAI Architectures:\u003C\/strong\u003E Recent work on attention-based transformer architectures for time series forecasting will be discussed, highlighting methods for multivariate dependency modeling, in-context learning, and efficient linear attention.\u003C\/li\u003E\u003Cli\u003E\u003Cstrong\u003EPractical Application:\u003C\/strong\u003E Drawing from ongoing participation in the CDC FluSight forecasting initiative, the session compares the strengths and limitations of both paradigms and shares practical lessons learned from real-time deployment.\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003EThe talk aims to offer perspective on when and how statistical rigor and deep learning flexibility each contribute to reliable disease forecasting.\u003C\/p\u003E\u003Ch3\u003EAbout the Speaker\u003C\/h3\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.isye.gatech.edu\/users\/shihao-yang\u0022\u003E\u003Cstrong\u003EDr. Shihao Yang\u003C\/strong\u003E\u003C\/a\u003E is the Harold E. Smalley Early Career Professor and Assistant Professor in the School of Industrial and Systems Engineering at Georgia Tech. He completed his PhD in statistics and post-doc in Biomedical Informatics at Harvard University. Dr. Yang\u2019s research focuses on data science, with special interest in time series, dynamical systems, and applications in infectious disease transmission forecasting.\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/gatech.zoom.us\/webinar\/register\/WN_rGkOsJm9QLq2T4KXVZ1Mcw#\/registration\u0022\u003ETo attend, please register online via Zoom\u003C\/a\u003E.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EMove beyond slow, traditional reporting and explore how modern AI uses everyday data, like internet queries and sales records, to forecast outbreaks in real-time. We will trace the evolution of disease tracking as it shifts from \u0022old school\u0022 statistics to the cutting-edge AI architectures currently protecting our communities. Join us to see how these high-tech tools empower public health leaders to make faster, smarter decisions when every second counts.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Move beyond slow, traditional reporting and explore how modern AI uses everyday data, like internet queries and sales records, to forecast outbreaks in real-time."}],"uid":"27233","created_gmt":"2026-04-16 12:25:40","changed_gmt":"2026-04-16 18:19:29","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-05-04T10:00:00-04:00","event_time_end":"2026-05-04T11:00:00-04:00","event_time_end_last":"2026-05-04T11:00:00-04:00","gmt_time_start":"2026-05-04 14:00:00","gmt_time_end":"2026-05-04 15:00:00","gmt_time_end_last":"2026-05-04 15:00:00","rrule":null,"timezone":"America\/New_York"},"extras":[],"hg_media":{"679968":{"id":"679968","type":"image","title":"20260504_CHHS_webinar.jpg","body":null,"created":"1776344727","gmt_created":"2026-04-16 13:05:27","changed":"1776344727","gmt_changed":"2026-04-16 13:05:27","alt":"CHHS Webinar Series: \u0022Infectious Disease Forecasting with Digital Data Streams: Comparing AI Transformers with Classical Statistical Methods\u0022","file":{"fid":"264195","name":"20260504_CHHS_webinar.jpg","image_path":"\/sites\/default\/files\/2026\/04\/16\/20260504_CHHS_webinar.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/16\/20260504_CHHS_webinar.jpg","mime":"image\/jpeg","size":164931,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/16\/20260504_CHHS_webinar.jpg?itok=zTIOmqaJ"}}},"media_ids":["679968"],"related_files":{"264196":{"fid":"264196","name":"CHHS Webinar Series flyer: \u0022Infectious Disease Forecasting with Digital Data Streams: Comparing AI Transformers with Classical Statistical Methods\u0022","file_path":"\/sites\/default\/files\/documents\/2026-04\/GTCHHS-WebinarSeries_ShihaoYang_20260504.pdf","file_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/documents\/2026-04\/GTCHHS-WebinarSeries_ShihaoYang_20260504.pdf","mime":"application\/pdf","description":""}},"related_links":[{"url":"https:\/\/gatech.zoom.us\/webinar\/register\/WN_rGkOsJm9QLq2T4KXVZ1Mcw","title":"To attend, please register online via Zoom"},{"url":"https:\/\/chhs.gatech.edu\/sites\/default\/files\/downloads\/GTCHHS-WebinarSeries_ShihaoYang_20260504.pdf","title":"Download the seminar flyer"}],"groups":[{"id":"1250","name":"Center for Health and Humanitarian Systems (CHHS)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"194684","name":"Free"},{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"78771","name":"Public"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"688547":{"#nid":"688547","#data":{"type":"event","title":"XR Bytes: Seok Joon Kim (ADC XR Makerspace)","body":[{"value":"\u003Cp\u003E\u003Cstrong\u003EXR Bytes\u003C\/strong\u003E\u0026nbsp;is a graduate-student-led initiative dedicated to\u0026nbsp;showcasing\u0026nbsp;the trajectory of Extended Reality (XR) research across the Institute. Our goal is to highlight the versatile ways XR technologies are applied across various disciplines and majors, fostering\u0026nbsp;an\u0026nbsp;interdisciplinary community of innovation at Georgia Tech.\u0026nbsp;\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003EPresenter: Seok Joon Kim\u003C\/strong\u003E\u0026nbsp;\u003Cbr\u003E\u003Cbr\u003E\u003Cstrong\u003ESeminar Title\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003EAHEAD of Time: Toward Robots That Behave Like Human Companions\u0026nbsp;\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003EAffiliation\u0026nbsp;\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003EGeorge W. Woodruff School of Mechanical Engineering (Georgia Tech College of Engineering), Symbiotic and Augmented Intelligence Laboratory (SAIL)\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003EParticipation \u0026amp;\u0026nbsp;Visibility\u0026nbsp;\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003EWe actively encourage cross-departmental participation and welcome engagement from both internal academic units and external industry partners. Our goal is to foster a robust community of practice around XR at Georgia Tech.\u0026nbsp;\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003ESubscribe \u0026amp; Sign Up\u0026nbsp;\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003ETo join our mailing list and RSVP your attendance for these seminar series, please sign up here: \u003Ca href=\u0022https:\/\/eforms.isye.gatech.edu\/form\/xr-rsvp?event=7051\u0022\u003E\u003Cstrong\u003ERSVP HERE\u003C\/strong\u003E\u003C\/a\u003E\u003Cstrong\u003E. \u003C\/strong\u003E\u003Cem\u003ELunch will be served for those who RSVP.\u003C\/em\u003E\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003E\u003Cstrong\u003EXR Bytes\u003C\/strong\u003E\u0026nbsp;is a graduate-student-led initiative dedicated to\u0026nbsp;showcasing\u0026nbsp;the trajectory of Extended Reality (XR) research across the Institute. Our goal is to highlight the versatile ways XR technologies are applied across various disciplines and majors, fostering\u0026nbsp;an\u0026nbsp;interdisciplinary community of innovation at Georgia Tech.\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Weekly research seminar series hosted by ADC XR Makerspace at ISyE"}],"uid":"36736","created_gmt":"2026-02-26 17:01:09","changed_gmt":"2026-04-16 16:52:17","author":"ebrown386","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-04-24T12:30:00-04:00","event_time_end":"2026-04-24T13:30:00-04:00","event_time_end_last":"2026-04-24T13:30:00-04:00","gmt_time_start":"2026-04-24 16:30:00","gmt_time_end":"2026-04-24 17:30:00","gmt_time_end_last":"2026-04-24 17:30:00","rrule":null,"timezone":"America\/New_York"},"location":"ADC XR Makerspace (ISyE Main 115)","extras":[],"hg_media":{"679451":{"id":"679451","type":"image","title":"XR Bytes - Seok Joon Kim","body":null,"created":"1772125619","gmt_created":"2026-02-26 17:06:59","changed":"1772125619","gmt_changed":"2026-02-26 17:06:59","alt":"XR Bytes - Seok Joon Kim","file":{"fid":"263615","name":"Unknown-10.png","image_path":"\/sites\/default\/files\/2026\/02\/26\/Unknown-10.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/02\/26\/Unknown-10.png","mime":"image\/png","size":323668,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/02\/26\/Unknown-10.png?itok=bJb7XTSu"}}},"media_ids":["679451"],"related_links":[{"url":"https:\/\/eforms.isye.gatech.edu\/form\/xr-rsvp?event=7051","title":"RSVP"}],"groups":[{"id":"660404","name":"ISyE Extended Reality Makerspace (ISYE XR)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"194684","name":"Free"},{"id":"194683","name":"Talk"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"688549":{"#nid":"688549","#data":{"type":"event","title":"XR Bytes: Alex Yang (ADC XR Makerspace)","body":[{"value":"\u003Cp\u003E\u003Cstrong\u003EXR Bytes\u003C\/strong\u003E\u0026nbsp;is a graduate-student-led initiative dedicated to\u0026nbsp;showcasing\u0026nbsp;the trajectory of Extended Reality (XR) research across the Institute. Our goal is to highlight the versatile ways XR technologies are applied across various disciplines and majors, fostering\u0026nbsp;an\u0026nbsp;interdisciplinary community of innovation at Georgia Tech.\u0026nbsp;\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003EPresenter: Alex Yang\u003C\/strong\u003E\u003C\/h2\u003E\u003Ch2\u003E\u003Cbr\u003E\u003Cstrong\u003ESeminar Title\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003E\u003Cstrong\u003E\u0026nbsp;\u003C\/strong\u003ELitForager: Exploring Multimodal Literature Foraging Strategies in Immersive Sensemaking\u0026nbsp;\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003EAffiliation\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003EIVI Lab (Immersive Visualization \u0026amp; Interaction Lab), School of Interactive Computing (Georgia Tech College of Computing)\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003ESeminar Title\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003EWe actively encourage cross-departmental participation and welcome engagement from both internal academic units and external industry partners. Our goal is to foster a robust community of practice around XR at Georgia Tech.\u0026nbsp;\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003EParticipation \u0026amp; Visibility\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003EWe actively encourage cross-departmental participation and welcome engagement from both internal academic units and external industry partners. Our goal is to foster a robust community of practice around XR at Georgia Tech.\u0026nbsp;\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003ESubscribe \u0026amp; Sign Up\u0026nbsp;\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003ETo join our mailing list and RSVP your attendance for these seminar series, please sign up here: \u003Ca href=\u0022https:\/\/eforms.isye.gatech.edu\/form\/xr-rsvp?event=7052\u0022\u003E\u003Cstrong\u003ERSVP HERE\u003C\/strong\u003E\u003C\/a\u003E\u003Cstrong\u003E. \u003C\/strong\u003E\u003Cem\u003ELunch will be served for those who RSVP.\u003C\/em\u003E\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003E\u003Cstrong\u003EXR Bytes\u003C\/strong\u003E\u0026nbsp;is a graduate-student-led initiative dedicated to\u0026nbsp;showcasing\u0026nbsp;the trajectory of Extended Reality (XR) research across the Institute. Our goal is to highlight the versatile ways XR technologies are applied across various disciplines and majors, fostering\u0026nbsp;an\u0026nbsp;interdisciplinary community of innovation at Georgia Tech.\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Weekly research seminar series hosted by ADC XR Makerspace at ISyE"}],"uid":"36736","created_gmt":"2026-02-26 17:09:07","changed_gmt":"2026-04-16 16:51:14","author":"ebrown386","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-04-17T12:30:00-04:00","event_time_end":"2026-04-17T13:30:30-04:00","event_time_end_last":"2026-04-17T13:30:30-04:00","gmt_time_start":"2026-04-17 16:30:00","gmt_time_end":"2026-04-17 17:30:30","gmt_time_end_last":"2026-04-17 17:30:30","rrule":null,"timezone":"America\/New_York"},"location":"ADC XR Makerspace (ISyE Main 115)","extras":[],"hg_media":{"679453":{"id":"679453","type":"image","title":"XR Bytes - Alex Yang","body":null,"created":"1772126043","gmt_created":"2026-02-26 17:14:03","changed":"1772126043","gmt_changed":"2026-02-26 17:14:03","alt":"XR Bytes - Alex Yang","file":{"fid":"263617","name":"Unknown-11.png","image_path":"\/sites\/default\/files\/2026\/02\/26\/Unknown-11.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/02\/26\/Unknown-11.png","mime":"image\/png","size":384391,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/02\/26\/Unknown-11.png?itok=v6g7Riir"}}},"media_ids":["679453"],"related_links":[{"url":"https:\/\/eforms.isye.gatech.edu\/form\/xr-rsvp?event=7052","title":"RSVP"}],"groups":[{"id":"660404","name":"ISyE Extended Reality Makerspace (ISYE XR)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"194684","name":"Free"},{"id":"194683","name":"Talk"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"689350":{"#nid":"689350","#data":{"type":"event","title":"SCL Lunch and Learn: \u0022Ahead of the Curve: Designing Prices and Markets When Data is Imperfect\u0022","body":[{"value":"\u003Cp\u003E\u003Cstrong\u003EThursday, May 7, 2026 | 12-1pm ET on Zoom\u003C\/strong\u003E\u003C\/p\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003EDrawing on her research in pricing, revenue management, and market design, Dr. Wang explores how leaders can make better pricing and selling decisions when market data is limited, noisy, or constantly changing. Her work focuses on simple, practical strategies that remain effective under uncertainty, helping organizations improve revenue outcomes and design more reliable market mechanisms. This session will offer a timely look at how rigorous analytics can guide smarter decisions in imperfect real-world conditions.\u003C\/p\u003E\u003Cp\u003EFeaturing \u003Ca href=\u0022https:\/\/www.isye.gatech.edu\/users\/shixin-wang\u0022\u003EDr. Shixin Wang\u003C\/a\u003E, Tennenbaum Early Career Professor and Assistant Professor in the H. Milton Stewart School of Industrial and Systems Engineering (ISyE) at Georgia Institute of Technology. Prior to joining Georgia Tech, Dr. Wang was an Assistant Professor in the Department of Decisions, Operations and Technology at The Chinese University of Hong Kong (CUHK) Business School from 2021 to 2025. Her research interests lie in developing simple and robust pricing policies in revenue management, and designing sparse and reliable networks in supply chain and service systems.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/gatech.zoom.us\/webinar\/register\/3617749822908\/WN_4b5OF6uKQfOiIr_hm-CcOw\u0022\u003E\u003Cstrong\u003ERegister Online to Attend\u003C\/strong\u003E\u003C\/a\u003E\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EDrawing on her research in pricing, revenue management, and market design, Dr. Wang shows how leaders can use practical analytics to make better pricing and selling decisions\u2014and improve revenue outcomes\u2014even when market data is limited, noisy, or constantly changing.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Join SCL affiliated faculty member Shixin Wang to explore how leaders can make better pricing and selling decisions when market data is limited, noisy, or constantly changing."}],"uid":"27233","created_gmt":"2026-04-01 17:18:24","changed_gmt":"2026-04-16 15:45:11","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-05-07T12:00:00-04:00","event_time_end":"2026-05-07T13:00:00-04:00","event_time_end_last":"2026-05-07T13:00:00-04:00","gmt_time_start":"2026-05-07 16:00:00","gmt_time_end":"2026-05-07 17:00:00","gmt_time_end_last":"2026-05-07 17:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Online via Zoom","extras":[],"hg_media":{"679815":{"id":"679815","type":"image","title":"SCL Lunch and Learn: \u0022Ahead of the Curve: Designing Prices and Markets When Data is Imperfect\u0022","body":null,"created":"1775064934","gmt_created":"2026-04-01 17:35:34","changed":"1775065679","gmt_changed":"2026-04-01 17:47:59","alt":"\u0022Ahead of the Curve: Designing Prices and Markets When Data is Imperfect\u0022 SCL Lunch and Learn seminar","file":{"fid":"264019","name":"hg_LNL_PricingMkts_simple_20260507.png","image_path":"\/sites\/default\/files\/2026\/04\/01\/hg_LNL_PricingMkts_simple_20260507.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/01\/hg_LNL_PricingMkts_simple_20260507.png","mime":"image\/png","size":117606,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/01\/hg_LNL_PricingMkts_simple_20260507.png?itok=k7RM3_8_"}}},"media_ids":["679815"],"related_links":[{"url":"https:\/\/gatech.zoom.us\/webinar\/register\/3617749822908\/WN_4b5OF6uKQfOiIr_hm-CcOw","title":"Register Online to Attend the Webinar"},{"url":"https:\/\/www.scl.gatech.edu\/education\/professional-education","title":"Professional Education at the Georgia Tech Supply Chain and Logistics Institute"}],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"3615","name":"information session"},{"id":"186857","name":"go-gtmi"},{"id":"122741","name":"physical internet"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003Ecourse@scl.gatech.edu\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"689583":{"#nid":"689583","#data":{"type":"event","title":"Building tools for tensor programming","body":[{"value":"\u003Cul\u003E\u003Cli\u003E\u003Ch3\u003ETitle:\u003C\/h3\u003E\u003Ch3\u003E\u003Cbr\u003E\u0026nbsp;Building Tools For Tensor Programming\u003C\/h3\u003E\u003Cp\u003E\u0026nbsp;\u003C\/p\u003E\u003C\/li\u003E\u003Cli\u003E\u003Ch3\u003EAbstract:\u003C\/h3\u003E\u003Cp\u003EMany of today\u0027s most important applications rely on high-performance manipulation of matrices, tensors, and general arrays of data. \u0026nbsp;The neural networks at the heart of AI language models are a prime example. \u0026nbsp;The AI software stack relies on kernels (e.g., for matrix-matrix product) that are specifically designed to deliver throughput close to the hardware\u0027s theoretical peak. \u0026nbsp;However, writing kernels that can deliver maximum performance is extremely challenging. \u0026nbsp;In this talk, I will discuss some of the work we have done to simplify the task of authoring such kernels. \u0026nbsp;This includes new abstractions to allow for algebraic manipulation of array layouts and new programming models for more easily expressing the kernels themselves.\u003C\/p\u003E\u003C\/li\u003E\u003Cli\u003E\u003Ch3\u003EBio:\u003C\/h3\u003E\u003Cp\u003EMichael Garland has been a researcher at NVIDIA since 2006. \u0026nbsp;He joined the company as one of the founding members of NVIDIA Research and is currently Senior Director of Programming Systems Research. \u0026nbsp;He leads a research group focused on developing technologies that will help programmers take advantage of modern high-performance machines. \u0026nbsp;Their work spans the software stack with a particular focus on parallel algorithms, programming languages, compilers and runtime systems, and low-level hardware\/software interfaces. \u0026nbsp;He and his team have both published numerous academic articles and contributed to many software packages in broad use by CUDA developers.\u003C\/p\u003E\u003C\/li\u003E\u003C\/ul\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThis talk highlights the critical role of high-performance kernels in enabling efficient matrix and tensor computations for modern AI applications, including language models. It discusses the challenges of achieving near-peak hardware performance and introduces new abstractions and programming models designed to simplify kernel development, particularly through more flexible array layout manipulation and clearer ways to express complex computations.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"A talk on new abstractions and programming models that make it easier to write high-performance kernels for matrix and tensor computations in modern AI systems."}],"uid":"36458","created_gmt":"2026-04-09 12:46:52","changed_gmt":"2026-04-09 12:57:54","author":"mellis74","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-04-24T11:00:00-04:00","event_time_end":"2026-04-24T12:00:00-04:00","event_time_end_last":"2026-04-24T12:00:00-04:00","gmt_time_start":"2026-04-24 15:00:00","gmt_time_end":"2026-04-24 16:00:00","gmt_time_end_last":"2026-04-24 16:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Groseclose Executive Boardroom GC402","extras":["free_food"],"hg_media":{"679900":{"id":"679900","type":"image","title":"Michael Garland","body":null,"created":"1775739349","gmt_created":"2026-04-09 12:55:49","changed":"1775739349","gmt_changed":"2026-04-09 12:55:49","alt":"Michael Garland","file":{"fid":"264121","name":"Michael-Garland.jpg","image_path":"\/sites\/default\/files\/2026\/04\/09\/Michael-Garland.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/09\/Michael-Garland.jpg","mime":"image\/jpeg","size":25226,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/09\/Michael-Garland.jpg?itok=KSjtyW2s"}}},"media_ids":["679900"],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"194683","name":"Talk"},{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"194945","name":"Alumni"},{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"689561":{"#nid":"689561","#data":{"type":"event","title":"ISyE Seminar - Jelena Diakonikolas","body":[{"value":"\u003Ch3\u003E\u003Cstrong\u003ETitle\u003C\/strong\u003E:\u003C\/h3\u003E\u003Cdiv\u003EOptimization under a Magnifying Glass\u003C\/div\u003E\u003Cdiv\u003E\u0026nbsp;\u003C\/div\u003E\u003Ch3\u003E\u003Cstrong\u003EAbstract\u003C\/strong\u003E:\u003C\/h3\u003E\u003Cdiv\u003EClassical complexity theory characterizes the difficulty of optimization problems through global worst-case parameters---Lipschitz constants, smoothness, dimension---and derives bounds that are tight over the entire problem class. Yet algorithms routinely outperform these predictions in practice, prompting the question of which other structural properties may determine algorithm efficiency. In this talk, I will present a line of research showing that local structural properties of optimization problems can reveal tractability hidden by worst-case analysis. I will discuss two interconnected threads. The first develops a new complexity framework based on local subgradient variation, which captures when optimization is substantially easier than global bounds suggest. A striking consequence is that parallelization can provably accelerate convex optimization for broad problem classes---including those underlying classical lower bounds---overturning long-standing conventional wisdom. The second thread applies a similar \u0022closer look\u0022 philosophy to robust learning: I will discuss how local geometric structure enables polynomial-time algorithms with best-possible error guarantees for learning generalized linear and single-index models under adversarial noise and distributional shifts. I will close with future directions toward a broader theory of optimization that explains efficiency beyond the worst case.\u003C\/div\u003E\u003Cdiv\u003E\u0026nbsp;\u003C\/div\u003E\u003Ch3\u003E\u003Cstrong\u003EBio\u003C\/strong\u003E:\u0026nbsp;\u003C\/h3\u003E\u003Cdiv\u003EJelena Diakonikolas is an Assistant Professor in the Department of Computer Sciences at the University of Wisconsin\u2013Madison. Her research lies at the interface of optimization and machine learning theory, where she develops algorithmic frameworks and complexity results that explain when and why optimization is more efficient than worst-case theory predicts. Before joining UW\u2013Madison, she was a postdoctoral researcher at UC Berkeley (as a Simons-Berkeley Microsoft Research Fellow and as a FODA Institute Postdoctoral Fellow) and at Boston University. She received her PhD from Columbia University, graduating with the Morton B. Friedman Prize for Excellence at Columbia Engineering. Her work has been recognized with an AFOSR Young Investigator Program Award, an NSF CAREER Award, and an inaugural Google ML \u0026amp; Systems Junior Faculty Award.\u003C\/div\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Ch3\u003E\u003Cstrong\u003EAbstract\u003C\/strong\u003E:\u0026nbsp;\u003C\/h3\u003E\u003Cp\u003EClassical complexity theory characterizes the difficulty of optimization problems through global worst-case parameters---Lipschitz constants, smoothness, dimension---and derives bounds that are tight over the entire problem class. Yet algorithms routinely outperform these predictions in practice, prompting the question of which other structural properties may determine algorithm efficiency. In this talk, I will present a line of research showing that local structural properties of optimization problems can reveal tractability hidden by worst-case analysis. I will discuss two interconnected threads. The first develops a new complexity framework based on local subgradient variation, which captures when optimization is substantially easier than global bounds suggest. A striking consequence is that parallelization can provably accelerate convex optimization for broad problem classes---including those underlying classical lower bounds---overturning long-standing conventional wisdom. The second thread applies a similar \u0022closer look\u0022 philosophy to robust learning: I will discuss how local geometric structure enables polynomial-time algorithms with best-possible error guarantees for learning generalized linear and single-index models under adversarial noise and distributional shifts. I will close with future directions toward a broader theory of optimization that explains efficiency beyond the worst case.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Optimization under a Magnifying Glass"}],"uid":"34977","created_gmt":"2026-04-08 13:37:32","changed_gmt":"2026-04-08 13:39:28","author":"Julie Smith","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-04-20T11:00:00-04:00","event_time_end":"2026-04-20T12:00:00-04:00","event_time_end_last":"2026-04-20T12:00:00-04:00","gmt_time_start":"2026-04-20 15:00:00","gmt_time_end":"2026-04-20 16:00:00","gmt_time_end_last":"2026-04-20 16:00:00","rrule":null,"timezone":"America\/New_York"},"location":"ISyE Groseclose 402","extras":[],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"688738":{"#nid":"688738","#data":{"type":"event","title":"SCL Fall 2026 Supply Chain Day Career Fair","body":[{"value":"\u003Cp\u003EEmployers and Georgia Tech students \u2013 please join us for our spring Supply Chain Day!\u0026nbsp;\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EEvent Details\u003C\/strong\u003E\u003C\/h3\u003E\u003Ch4\u003EOn Campus\/In-Person (Georgia Tech Exhibition Hall)\u003C\/h4\u003E\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EWednesday, September 9, 2026 | 10am-2pm ET\u0026nbsp;\u003C\/strong\u003E\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003EStudents\u003C\/h3\u003E\u003Cp\u003E\u003Cstrong\u003EWe strongly encourage you to attend to seek full-time employment\u003C\/strong\u003E, \u003Cstrong\u003Einternships, and projects\u003C\/strong\u003E (rather than waiting until the end of the semester).\u003C\/p\u003E\u003Ch3\u003EOrganizations\u003C\/h3\u003E\u003Cp\u003EIf you are interested in hosting a table for our upcoming session, please let us know after reviewing the below information within our website. Early registration closes August 1st!\u003C\/p\u003E\u003Ch4\u003EMORE INFORMATION AND EVENT REGISTRATION\u003C\/h4\u003E\u003Cp\u003EVisit\u0026nbsp;\u003Ca href=\u0022https:\/\/www.scl.gatech.edu\/outreach\/supplychainday\u0022\u003E\u003Cstrong\u003Ehttps:\/\/www.scl.gatech.edu\/outreach\/supplychainday\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGeorgia Tech Supply Chain\u0026nbsp;students and employers, please join us for our fall Supply Chain Day! We will be hosting an on campus session\u0026nbsp;Wednesday, September 9, 2026 from 10am-2pm ET at the Georgia Tech Exhibition Hall.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Supply chain and logistics career fair where industry supply chain representatives meet Georgia Tech students."}],"uid":"27233","created_gmt":"2026-03-05 12:43:58","changed_gmt":"2026-03-05 13:12:47","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-09-09T10:00:00-04:00","event_time_end":"2026-09-09T14:00:00-04:00","event_time_end_last":"2026-09-09T14:00:00-04:00","gmt_time_start":"2026-09-09 14:00:00","gmt_time_end":"2026-09-09 18:00:00","gmt_time_end_last":"2026-09-09 18:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Georgia Tech Exhibition Hall","extras":[],"hg_media":{"679527":{"id":"679527","type":"image","title":"SCL Fall 2026 Supply Chain Day Career Fair","body":null,"created":"1772716340","gmt_created":"2026-03-05 13:12:20","changed":"1772716340","gmt_changed":"2026-03-05 13:12:20","alt":"SCL Fall 2026 Supply Chain Day Career Fair","file":{"fid":"263700","name":"SCDaySymplicityBanner_20260909.png","image_path":"\/sites\/default\/files\/2026\/03\/05\/SCDaySymplicityBanner_20260909.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/05\/SCDaySymplicityBanner_20260909.png","mime":"image\/png","size":706930,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/05\/SCDaySymplicityBanner_20260909.png?itok=yZXV_j4Y"}}},"media_ids":["679527"],"related_links":[{"url":"https:\/\/www.scl.gatech.edu\/outreach\/supplychainday","title":"Register online to attend (for Georgia Tech students)"},{"url":"https:\/\/www.scl.gatech.edu","title":"Supply Chain and Logistics Institute website"}],"groups":[{"id":"1250","name":"Center for Health and Humanitarian Systems (CHHS)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"780","name":"employment"},{"id":"9845","name":"GTSCL"},{"id":"233","name":"Logistics"},{"id":"167074","name":"Supply Chain"},{"id":"1996","name":"Recruiting"},{"id":"5172","name":"career day"},{"id":"122741","name":"physical internet"},{"id":"186857","name":"go-gtmi"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003Eevent@scl.gatech.edu\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"686798":{"#nid":"686798","#data":{"type":"event","title":"SCL Course: Generative AI Application for Supply Chain Professionals (Onsite\/In-Person)","body":[{"value":"\u003Ch3\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course provides a deep dive into the ways in which artificial intelligence (AI) optimizes supply chain efficiency. Participants will explore generative AI fundamentals, prompt engineering, and practical applications such as automated inventory systems, predictive maintenance, and route optimization. The course also covers ethical AI use, good and bad use of generative AI (GenAI), and rapidly emerging use cases. By the end, professionals will be skilled in applying AI to enhance supply chain processes and drive success in their organizations.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EWho Should Attend\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course targets supply chain managers, data analysts, logistics professionals, procurement specialists, and business leaders aiming to harness GenAI for enhanced supply chain operations. It is ideal for those interested in GenAI-driven efficiency, strategic insights, and navigation of GenAI\u0027s role in transforming supply chain processes.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EHow You Will Benefit\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003EEnhance decision-making capabilities through GenAI-driven insights to optimize processes and boost efficiency.\u003C\/li\u003E\u003Cli\u003EAcquire practical skills in prompt engineering and the use of generative AI models.\u003C\/li\u003E\u003Cli\u003EExplore practical use cases that can be reapplied.\u003C\/li\u003E\u003Cli\u003ELearn about good and bad use of GenAI for individuals, teams, and organizations.\u003C\/li\u003E\u003Cli\u003EBecome better equipped to effectively harness GenAI capabilities in supply chain activities and planning.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EWhat Is Covered\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003EFoundational understanding of using GenAI in supply chain management\u003C\/li\u003E\u003Cli\u003EBasics of GenAI\u003C\/li\u003E\u003Cli\u003ECrafting effective AI prompts and their applications in optimizing warehouse layouts\u003C\/li\u003E\u003Cli\u003EPredictive maintenance and supplier selection\u003C\/li\u003E\u003Cli\u003EElimination of redundant tasks through AI\u003C\/li\u003E\u003Cli\u003EEthical considerations, risk assessments, and strategy for AI adoption\u003C\/li\u003E\u003Cli\u003EPractical strategies and real-world examples for implementing AI solutions effectively and making informed decisions\u003C\/li\u003E\u003C\/ul\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EParticipants will explore generative AI fundamentals, prompt engineering, and practical applications such as automated inventory systems, predictive maintenance, and route optimization.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Participants will explore generative AI fundamentals, prompt engineering, and practical applications such as automated inventory systems, predictive maintenance, and route optimization."}],"uid":"27233","created_gmt":"2025-12-08 22:20:10","changed_gmt":"2025-12-08 22:20:47","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-10-19T20:00:00-04:00","event_time_end":"2026-10-21T16:00:00-04:00","event_time_end_last":"2026-10-21T16:00:00-04:00","gmt_time_start":"2026-10-20 00:00:00","gmt_time_end":"2026-10-21 20:00:00","gmt_time_end_last":"2026-10-21 20:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Georgia Tech Savannah","extras":[],"related_links":[{"url":"https:\/\/www.scl.gatech.edu\/education\/professional-education\/course\/gaiascp","title":"Course webpage within the SCL website"}],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"192390","name":"generative AI"},{"id":"170001","name":"Supply Chain Engineering"},{"id":"167074","name":"Supply Chain"},{"id":"122741","name":"physical internet"},{"id":"186857","name":"go-gtmi"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:info@scl.gatech.edu\u0022\u003Einfo@scl.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"686764":{"#nid":"686764","#data":{"type":"event","title":"12th International Physical Internet Conference (IPIC 2026)","body":[{"value":"\u003Ch3\u003E\u003Cstrong\u003EPlease join us for the 12th International Physical Internet Conference taking place June 8-10 in Bordeaux, France at KEDGE Business School. A pre-conference event will be held June 5-6 at IMT Mines Albi.\u003C\/strong\u003E\u003Cbr\u003E\u0026nbsp;\u003C\/h3\u003E\u003Cp\u003EThis landmark edition will begin in Albi, where the pre-conference on June 5\u20136 will bring together PhD students, researchers, and industry professionals for interactive training sessions, including the \u201cMy Thesis in 180 Seconds\u201d challenge, and immersive learning experiences using cutting-edge Virtual Reality games. The event will then move to Bordeaux from June 8\u201310 for the main conference, themed \u201cSupply Chain and Logistics Intelligence in the Era of the Physical Internet: Bridging High-Tech and Low-Tech Solutions.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EParticipants will enjoy a vibrant program featuring scientific and industrial sessions, inspiring keynotes, dynamic roundtables, exhibitions, company visits, and collaborative workshops designed to foster innovation and shape the future of logistics and supply chain networks.\u003C\/p\u003E\u003Cp\u003EAnd, because logistics is global, participants will be from all over the world including researchers, industrial and international institution members, local authorities and standardization committees.\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EAbout the Physical Internet Initiative\u003C\/strong\u003E\u003Cbr\u003EThe \u003Ca href=\u0022https:\/\/www.picenter.gatech.edu\/physical-internet\u0022\u003EPhysical Internet Initiative\u003C\/a\u003E aims at transforming the way physical objects are moved, stored, realized, supplied and used, pursuing global logistics efficiency and sustainability. Originating from Professor \u003Ca href=\u0022https:\/\/www.scl.gatech.edu\/users\/benoit-montreuil\u0022\u003E\u003Cstrong\u003EBenoit Montreuil\u003C\/strong\u003E\u003C\/a\u003E in 2006, this ground breaking vision, revolutionizing current paradigms, has stirred great interest from scientific, industrial as well as governmental communities.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EPlease join us for the 12th International Physical Internet Conference taking place June 8-10 in Bordeaux, France at KEDGE Business School. A pre-conference event will be held June 5-6 at IMT Mines Albi (France).\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Please join us for the 12th International Physical Internet Conference taking place June 8-10 in France."}],"uid":"27233","created_gmt":"2025-12-05 23:19:52","changed_gmt":"2025-12-05 23:30:32","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-06-08T08:00:00-04:00","event_time_end":"2026-06-10T17:00:00-04:00","event_time_end_last":"2026-06-10T17:00:00-04:00","gmt_time_start":"2026-06-08 12:00:00","gmt_time_end":"2026-06-10 21:00:00","gmt_time_end_last":"2026-06-10 21:00:00","rrule":null,"timezone":"America\/New_York"},"location":"KEDGE Business School (Bordeaux, France)","extras":[],"hg_media":{"678773":{"id":"678773","type":"image","title":"12th-International-Physical-Internet-Conference.jpg","body":null,"created":"1764976738","gmt_created":"2025-12-05 23:18:58","changed":"1764976783","gmt_changed":"2025-12-05 23:19:43","alt":"12th International Physical Internet Conference","file":{"fid":"262848","name":"12th-International-Physical-Internet-Conference.jpg","image_path":"\/sites\/default\/files\/2025\/12\/05\/12th-International-Physical-Internet-Conference.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/05\/12th-International-Physical-Internet-Conference.jpg","mime":"image\/jpeg","size":375571,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/05\/12th-International-Physical-Internet-Conference.jpg?itok=dw5XcewL"}}},"media_ids":["678773"],"related_links":[{"url":"https:\/\/ipic2026.pi.events\/","title":"Conference Website"}],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"122741","name":"physical internet"},{"id":"143871","name":"Physical Internet Center"},{"id":"194222","name":"Supply chain "},{"id":"233","name":"Logistics"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1789","name":"Conference\/Symposium"},{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"78771","name":"Public"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EPlease direct questions relating to the conference to \u003Ca href=\u0022mailto:ipic2026@kedgebs.com?subject=IPIC%202024%20Conference\u0022\u003Eipic2026.contact@kedgebs.com\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"683184":{"#nid":"683184","#data":{"type":"event","title":"SCL Course: Engineering the Warehouse (Virtual\/Instructor-led)","body":[{"value":"\u003Ch4\u003ECOURSE DESCRIPTION\u003C\/h4\u003E\u003Cp\u003EThe requirement for high levels of customer service, increasing numbers of SKUs and high labor costs have dramatically increased the complexity of warehouse operations. It is no longer sufficient to manage a warehouse based on a simple, arbitrary \u201cABC\u201d classification of SKUs, which treats all those in a category as if they were identical. Instead, each decision \u2013 such as where to store or where to pick product \u2013 must be based on careful engineering and economic analysis. Each SKU must identify its own cheapest, fastest path through the warehouse to the customer and then compete with all the other SKUs for the necessary resources. This results in warehouse operations that are finely tuned to patterns of customer orders and maximally efficient. Learn the concepts necessary to address modern warehouse trade-offs between space and time in optimizing and managing your warehouse.\u003C\/p\u003E\u003Cp\u003EEssential learning for those who are seeking cost reductions through better handling methods. Also valuable for those who must replace, upgrade, or add material handling equipment.\u0026nbsp;The two-day course will include case examples and a guided exercise to ensure mastery of the techniques presented.\u003C\/p\u003E\u003Ch4\u003EWHO SHOULD ATTEND\u003C\/h4\u003E\u003Cp\u003ESupply chain and logistics consultants, supply chain engineers and analysts, facility engineers, and warehouse supervisors and team leaders\u003C\/p\u003E\u003Ch4\u003EHOW YOU WILL BENEFIT\u003C\/h4\u003E\u003Cp\u003E\u003Cstrong\u003EUpon completion of this course, you will be able to:\u003C\/strong\u003E\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EExchange space for time (or vice versa) to better meet business objectives.\u003C\/li\u003E\u003Cli\u003EUnderstand when to use dedicated storage and when to use shared storage.\u003C\/li\u003E\u003Cli\u003EIdentify the most convenient locations in a warehouse based on an economic model.\u003C\/li\u003E\u003Cli\u003EIdentify patterns in customer orders and exploit these to speed fulfillment.\u003C\/li\u003E\u003Cli\u003EEvaluate warehouse performance.\u003C\/li\u003E\u003Cli\u003EOptimally size and stock a forward pick area.\u003C\/li\u003E\u003Cli\u003EUnderstand the best practices in order-picking.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch4\u003EWHAT IS COVERED\u003C\/h4\u003E\u003Cul\u003E\u003Cli\u003EWarehouse performance\u003C\/li\u003E\u003Cli\u003EModern warehouse trade-offs\u003C\/li\u003E\u003Cli\u003ESize and stocking optimization\u003C\/li\u003E\u003Cli\u003EOrder-picking best practices\u003C\/li\u003E\u003Cli\u003EAutomation\u003C\/li\u003E\u003C\/ul\u003E\u003Ch4\u003ECOURSE MATERIALS\u003C\/h4\u003E\u003Cul\u003E\u003Cli\u003EOnline access to course material in electronic format \u003C\/li\u003E\u003Cli\u003EAccess to an e-copy of the book \u201cWarehouse \u0026amp; Distribution Science\u201d\u0026nbsp;as well as access to an accompanying suite of software to aid in warehouse analytics and optimization.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch4\u003ECOURSE PREREQUISITES\u003C\/h4\u003E\u003Cp\u003ENone.\u003C\/p\u003E\u003Ch4\u003ECERTIFICATE INFORMATION\u003C\/h4\u003E\u003Cp\u003EThis course is part of the \u003Ca href=\u0022https:\/\/www.scl.gatech.edu\/education\/professional-education\/courses#DOAD\u0022\u003EDistribution Operations Analysis \u0026amp; Design (DOAD) Certificate\u003C\/a\u003E.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThe requirement for high levels of customer service, increasing numbers of SKUs and high labor costs have dramatically increased the complexity of warehouse operations. It is no longer sufficient to manage a warehouse based on a simple, arbitrary \u201cABC\u201d classification of SKUs, which treats all those in a category as if they were identical. Instead, each decision \u2013 such as where to store or where to pick product \u2013 must be based on careful engineering and economic analysis.\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"Learn the concepts necessary to address modern warehouse trade-offs between space and time in optimizing and managing your warehouse."}],"uid":"27233","created_gmt":"2025-07-18 19:23:59","changed_gmt":"2025-07-18 19:25:19","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-08-10T08:00:00-04:00","event_time_end":"2026-08-12T17:00:00-04:00","event_time_end_last":"2026-08-12T17:00:00-04:00","gmt_time_start":"2026-08-10 12:00:00","gmt_time_end":"2026-08-12 21:00:00","gmt_time_end_last":"2026-08-12 21:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Online\/Virtually-led","extras":[],"related_links":[{"url":"https:\/\/www.scl.gatech.edu\/engwh","title":"Course webpage within the SCL website"}],"groups":[{"id":"1250","name":"Center for Health and Humanitarian Systems (CHHS)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"6140","name":"warehousing"},{"id":"7149","name":"inventory"},{"id":"167167","name":"storage"},{"id":"122741","name":"physical internet"},{"id":"143871","name":"Physical Internet Center"},{"id":"186857","name":"go-gtmi"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:info@scl.gatech.edu\u0022\u003Einfo@scl.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"682843":{"#nid":"682843","#data":{"type":"event","title":"SCL Course: Supply Chain Optimization and Prescriptive Analytics (Virtual\/Instructor-led)","body":[{"value":"\u003Ch3\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course is the fourth in the 4-course Supply Chain Analytics Professional certificate program. It incorporates learning advanced analytics and mathematical optimization to find solutions for supply chain problems. You\u2019ll learn how to use linear programming, mixed integer programming, and heuristics to conduct prescriptive analytics related to production processes, distribution networks, and routing. The course serves as a capstone for the program by culminating in a hackathon where you\u2019ll design networks, inventory policies, and scenarios and then evaluate the outcomes via simulations.\u003C\/p\u003E\u003Cp\u003EThe online version of the course is comprised of (4) half-day online instructor-led LIVE group webinars and pre-work (e.g. installing and testing software on your computer, testing connectivity with LMS and meeting software, etc.) to be completed before the first day of the course.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EWho Should Attend\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EExperienced business professionals who perform or want to perform analytics to improve their supply chain management processes. They want to tackle strategic goals and to perform leading edge analytics projects that address the full complexity of supply chains.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EHow You Will Benefit\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003EUse mathematical optimization to transform Supply Chain Management (SCM) processes.\u003C\/li\u003E\u003Cli\u003EApply LP, MIP, and heuristics to SCM, particularly in production planning, routing, and network design.\u003C\/li\u003E\u003Cli\u003EUtilize PowerBI and Python in optimization projects.\u003C\/li\u003E\u003Cli\u003EParticipate in a hackathon that pulls together everything learned throughout the certificate program.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EWhat Is Covered\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003ERole of mathematical optimization in addressing complex SCM challenges \u0026nbsp;\u003C\/li\u003E\u003Cli\u003EAppropriate application of linear programming (LP), mixed integer programming (MIP), and heuristics\u003C\/li\u003E\u003Cli\u003EEvaluation of production processes, distribution networks, and routes using optimization\u003C\/li\u003E\u003Cli\u003EAbility to pull together all content of the certificate program into a prescriptive analytics project\u003C\/li\u003E\u003Cli\u003EHands-on practice with these skills using data from the (fictional) Cardboard Company (CBC)\u003C\/li\u003E\u003C\/ul\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003ELearn advanced analytics and mathematical optimization to find solutions for supply chain problems.\u0026nbsp;The course also serves as a capstone for the Supply Chain Analytics Professional certificate program\u0026nbsp;by culminating in a hackathon where you\u2019ll design networks, inventory policies, and scenarios and then evaluate the outcomes via simulations.\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"Learn advanced analytics and mathematical optimization to find solutions for supply chain problems."}],"uid":"27233","created_gmt":"2025-06-23 18:09:54","changed_gmt":"2025-06-23 18:10:44","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-02T13:00:00-05:00","event_time_end":"2026-11-05T17:00:00-05:00","event_time_end_last":"2026-11-05T17:00:00-05:00","gmt_time_start":"2026-11-02 18:00:00","gmt_time_end":"2026-11-05 22:00:00","gmt_time_end_last":"2026-11-05 22:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Virtual\/Instructor-led","extras":[],"related_links":[{"url":"https:\/\/www.scl.gatech.edu\/education\/professional-education\/course\/scaoc","title":"Course webpage within the SCL website"}],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"7251","name":"analytics"},{"id":"167074","name":"Supply Chain"},{"id":"122741","name":"physical internet"},{"id":"186857","name":"go-gtmi"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:info@scl.gatech.edu\u0022\u003Einfo@scl.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"682532":{"#nid":"682532","#data":{"type":"event","title":"SCL Course: Lean Warehousing (Onsite\/In-Person)","body":[{"value":"\u003Ch4\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EThis course will demonstrate how warehouse operations are a key enabler to a successful supply chain implementation and the starting point for a transformation. It is critical to manage safety, quality and efficiency. Learn to leverage the lean supply chain modifications to improve customer responsiveness and reduce operating costs and in doing so contributing to a supply chain that creates a competitive advantage for a company. To accomplish this goal, we must bring lean principles into the warehouse and distribution center.\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EWho Should Attend\u003C\/strong\u003E\u003C\/p\u003E\u003Cp\u003ESupply chain professionals, logistics professionals, material managers, production control managers, transportation managers, warehousing managers and purchasing managers\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EHow You Will Benefit\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003E\u003Cstrong\u003EUpon completion of this course, you will be able to:\u003C\/strong\u003E\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EIsolate the key elements of lean thinking to be used in the warehouse\u003C\/li\u003E\u003Cli\u003EValue stream map warehouse operations\u003C\/li\u003E\u003Cli\u003EUtilize lean tools to reduce waste in the warehouse\u003C\/li\u003E\u003Cli\u003ECreate a warehouse operation based on visual management and real time problem solving\u003C\/li\u003E\u003Cli\u003EReduce inventories in warehouse operations\u003C\/li\u003E\u003Cli\u003ECreate collaboration between warehousing and other functional areas\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003E\u003Cstrong\u003EBenefits:\u003C\/strong\u003E\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EReduce inventories in the warehouse\u003C\/li\u003E\u003Cli\u003EReduce warehousing costs by as much as 25%\u003C\/li\u003E\u003Cli\u003EImplement lean in the warehouse\u003C\/li\u003E\u003Cli\u003ECreate logistics collaboration between warehousing and other functional areas\u003C\/li\u003E\u003C\/ul\u003E\u003Ch4\u003E\u003Cstrong\u003EWhat is Covered\u003C\/strong\u003E\u003C\/h4\u003E\u003Cul\u003E\u003Cli\u003ELean Warehouse Overview\u003C\/li\u003E\u003Cli\u003ESupply Chain Implementation Framework\u003C\/li\u003E\u003Cli\u003ELean Storage Planning Approach\u003C\/li\u003E\u003Cli\u003EApplication of a Lean Storage Location Sizing Method\u003C\/li\u003E\u003Cli\u003EJIT Implementation Approach\u003C\/li\u003E\u003Cli\u003EHow To Develop Standard Work Batches\u003C\/li\u003E\u003Cli\u003EGeneration of an Operational Diagram\u003C\/li\u003E\u003Cli\u003ECreation of a Daily Operational Work Load Plan\u003C\/li\u003E\u003Cli\u003EDevelopment of a Progress Control Board\u003C\/li\u003E\u003C\/ul\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThis course will demonstrate how warehouse operations are a key enabler to a successful supply chain implementation and the starting point for a transformation. It is critical to manage safety, quality and efficiency. Learn to leverage the lean supply chain modifications to improve customer responsiveness and reduce operating costs and in doing so contributing to a supply chain that creates a competitive advantage for a company. To accomplish this goal, we must bring lean principles into the warehouse and distribution center.\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"Learn how warehouse operations are a key enabler to a successful supply chain implementation and the starting point for a transformation."}],"uid":"27233","created_gmt":"2025-05-23 21:14:12","changed_gmt":"2025-05-23 21:30:40","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-05-05T09:00:00-04:00","event_time_end":"2026-05-07T17:00:00-04:00","event_time_end_last":"2026-05-07T17:00:00-04:00","gmt_time_start":"2026-05-05 13:00:00","gmt_time_end":"2026-05-07 21:00:00","gmt_time_end_last":"2026-05-07 21:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Onsite\/In-Person","extras":[],"related_links":[{"url":"https:\/\/www.scl.gatech.edu\/leanwh","title":"Course webpage within the SCL website"}],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"1676","name":"lean"},{"id":"6140","name":"warehousing"},{"id":"167074","name":"Supply Chain"},{"id":"122741","name":"physical internet"},{"id":"186857","name":"go-gtmi"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:info@scl.gatech.edu\u0022\u003Einfo@scl.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"682531":{"#nid":"682531","#data":{"type":"event","title":"SCL Course: World Class Sales and Operations Planning (Virtual\/Instructor-led)","body":[{"value":"\u003Ch3\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course focuses on defining, executing, and improving the sales and operations planning (S\u0026amp;OP) process. Participants will be introduced to the appropriate stakeholders of S\u0026amp;OP, the importance of S\u0026amp;OP to corporate performance, S\u0026amp;OP cadence, and the use of decision support tools to bring S\u0026amp;OP to the next level. Business cases will be used to show concrete examples of companies where S\u0026amp;OP is effectively applied.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EWho Should Attend\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course is designed for chief operating officers; supply chain, sales, marketing and finance management executives (directors, vice presidents, executive vice presidents); supply chain and logistics managers, consultants, supervisors, planners, and engineers; supply chain education and human resource management personnel, inventory and demand planners, and procurement and sourcing analysts and managers; and manufacturing planners, analysts, and managers.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EHow You Will Benefit\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003EUnderstand the need for an S\u0026amp;OP process in a company.\u003C\/li\u003E\u003Cli\u003EApply the principles that are the key to success of an S\u0026amp;OP process.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EWhat You Will Learn\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003ES\u0026amp;OP process and technology\u003C\/li\u003E\u003Cli\u003ES\u0026amp;OP implementation planning and execution\u003C\/li\u003E\u003Cli\u003ES\u0026amp;OP stakeholder and communications planning\u003C\/li\u003E\u003Cli\u003ES\u0026amp;OP business case and best practices\u003C\/li\u003E\u003Cli\u003ES\u0026amp;OP process management\u003C\/li\u003E\u003C\/ul\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EParticipants will be introduced to the appropriate stakeholders of S\u0026amp;OP, the importance of S\u0026amp;OP to corporate performance, S\u0026amp;OP cadence, and the use of decision support tools to bring S\u0026amp;OP to the next level. 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Throughout the course, you\u2019ll review the key elements of transportation such as modes of transportation, transportation procurement, cost minimization techniques, the role of ports in global logistics, and international trade terms. 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