{"689583":{"#nid":"689583","#data":{"type":"event","title":"ISyE Seminar_Dr. Michael Garland - 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":"Dr. Michael Garland  - 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":"2026-04-17 14:20:32","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":""}},"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":""}},"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":""}}}