{"657388":{"#nid":"657388","#data":{"type":"event","title":"Ph.D. Dissertation Defense - Sheng-Chun Kao","body":[{"value":"\u003Cp\u003E\u003Cstrong\u003ETitle\u003C\/strong\u003E\u003Cem\u003E:\u0026nbsp; Domain-aware Genetic Algorithms for Hardware and Mapping Optimization for Efficient DNN Acceleration\u003C\/em\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ECommittee:\u003C\/strong\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Tushar Krishna, ECE, Chair, Advisor\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Vivek Sarkar, CoC\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Callie Hao, ECE\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Suvinay Subramanian, Google\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Alexey Tumanov, CoC\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Angshuman Parashar, NVIDIA\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003EAbstract:\u0026nbsp;\u003C\/strong\u003EMany SOTA DNN accelerator designs rely on a human-driven design process which costs huge engineering efforts. Also, it makes it increasingly harder to keep up with the fast innovation of DNN models. In this research, we will present how we leverage ML techniques to help automate some part of the DNN accelerator design process. we will show how we construct the design space of DNN accelerator, how we analyze the pros and cons of different search algorithms for our use-case, and how we develop customized algorithms for our HW and mapping exploration problem.\u003C\/p\u003E\r\n","summary":null,"format":"limited_html"}],"field_subtitle":"","field_summary":"","field_summary_sentence":[{"value":"Domain-aware Genetic Algorithms for Hardware and Mapping Optimization for Efficient DNN Acceleration "}],"uid":"28475","created_gmt":"2022-04-18 15:53:53","changed_gmt":"2022-04-18 15:53:53","author":"Daniela Staiculescu","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2022-05-05T11:00:00-04:00","event_time_end":"2022-05-05T13:00:00-04:00","event_time_end_last":"2022-05-05T13:00:00-04:00","gmt_time_start":"2022-05-05 15:00:00","gmt_time_end":"2022-05-05 17:00:00","gmt_time_end_last":"2022-05-05 17:00:00","rrule":null,"timezone":"America\/New_York"},"extras":[],"groups":[{"id":"434381","name":"ECE Ph.D. Dissertation Defenses"}],"categories":[],"keywords":[{"id":"100811","name":"Phd Defense"},{"id":"1808","name":"graduate students"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1788","name":"Other\/Miscellaneous"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}}}