models using TVM ## Deploy GluonCV Models ## GluonCV Models ## MXNet Computational Graph Export As-is Optimize with TVM ## Json Acyclic Graph ![Image](/uploads/documents/3/a/d/4/3ad4506f6e2851b2d0945f1e74f24592/p2_1 Jetson Nano ## Like GluonCV? Go build! ### https://github.com/dmlc/gluon-cv #### https://gluon-cv.mxnet.io ## We are hiring! 1. AWS has most TVM contributors from industry. 2. We plan to build TVM team

## +24 ## Application of C++ in Computational Cancer Modeling RUIBO ZHANG 20 24 September 15 - 20 ## Application of C++ in Cancer Modeling • The speaker (Ruibo) • University of Washington, department screening)  ## A computational model for cancer initiation • Consider a bunch of ‘pseudo’ cells. • Cells have different types 89cb3d2936cf75eb6743854e14aa392/p5_1.jpg) Mutation event Birth event ## Random Time ## A computational model for cancer initiation • Consider a bunch of ‘pseudo’ cells. • Cells have different types

## Generic Graph Libraries in C++20 ## ANDREW LUMSDAINE, PHIL RATZLOFF 20 21 October 24-29 ## About Us  ## • Andrew languages, software libraries, and large-scale graph analytics. Open-source software projects resulting from his work include the Matrix Template Library, the Boost Graph Library, and Open MPI.  results can be applied to many different practical (concrete) problems – theory

Selection Order by Group by ## ✓ Query Limit ✓ Expression Compatibility Join ✓ Subquery ✓ Graph traverse ✓ Out direction ✓ In direction ✓ Bidirection ✓ Edge traverse ✓ Distinct ## I ndex estRows

## +21 ## GraphBLAS: Building a C++ Matrix API for Graph Algorithms BENJAMIN BROCK, SCOTT MCMILLAN 20 21 October 24-29 ## About Us ![Image](/uploads/documents/e/7/5/a/e75ae90af61e15b82b344610c6597bfa/p2_1 Scott, Principal Engineer at CMU SEI Graph/ML/AI algorithms for large- and small-scale parallel systems. Working on GBTL, a linear algebra-based C++ library for graph analytics. Copyright 2021 Carnegie Mellon GraphBLAS community, C API Overview of our draft C++ API How might this interoperate with standard C++, graph library proposal? ## This Talk Background: How and why to use matrix algebra for graphs? What are

When Knowledge Graph meet Python Yongpan Sheng 目录 CONTENTS  ## Preliminaries The Pipeline of Knowledge Graph Construction Construction by Data-driven manner Python Tools for Graph Data Management Domain-specific Knowledge Graph Construction AI system = Knowledge + Reasoning ## Preliminaries Q: 1M = ? B $ \rightarrow $ 1024 Q: ddad2/p5_1.jpg) ● Mapping from natural questions to structured queries executable on knowledge graph （机器的潜台词：“我”会推理，so easy！）。 所以，通俗的来说，在AI system中：要么从原有的知识体系中直接提取信息来使用，要么进行推理。 将知识融合在机器中，使机器能够利用我

## nuvious ## Using the Microsoft Graph API to get Office 365 data in your mobile apps  Alex Ziskind Technical Director

## +23 ## Taro: Task graph-based Asynchronous Programming Using C++ Coroutine DIAN-LUN LIN 20 23 October 01 - 06 ## Agenda • Understand the motivation behind Taro • Learn to use the Taro C++ programming • Conclusion ## What is Task Graph-based Programming System (TGPS) • TGPS encapsulates function calls and their dependencies in a top-down task graph ## What is Task Graph-based Programming System (TGPS) calls and their dependencies in a top-down task graph  ## What is Task Graph-based Programming System (TGPS) • TGPS encapsulates

Data Stream Processing and Analytics Spring 2020 4/28: Graph Streaming Vasiliki (Vasia) Kalavri vkalavri@bu.edu ## Modeling the world as a graph  directed graph undirected graph  ## Graph streams Graph streams model interactions as events that update an underlying graph structure ![Image](/uploads/documents/d/c/6/7/dc6753

the documentation 7 2 What's new in Conan 2 9 2.1 Conan 2 migration guide 9 2.2 New graph model 9 2.3 New public Python API 9 2.4 New build system integrations 10 2.5 New custom user tools examples 203 7.4 Cross-building examples 236 7.5 Configuration files examples 253 7.6 Graph examples 257 7.7 Developer tools and flows 269 7.8 Conan commands examples 276 7.9 Conan runners 1.X. That guide summarizes the above mentioned backports to make the upgrade easier. ### 2.2 New graph model Conan 2 defines new requirement traits (headers, libs, build, run, test, package_id_mode, options