관심있는 GTC 2021 토크

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Deep Learning

  • Dive into Deep Learning: Code Side-by-Side with MXNet, PyTorch, and TensorFlow [S31692]
  • Deep Learning Demystified [S31843]
  • Jetson 101: Learning Edge AI Fundamentals [S32700]
  • Modern Artificial Intelligence 1980s-2021 and Beyond [E33272]
  • The Energy-Based view of Self-Supervised Learning [S33268]
  • Transfer Learning Toolkit and DeepStream SDK for Vision AI/Intelligent Video Analytics [CWES1127]
  • Accelerate Deep Learning Inference with TensorRT 8.0 [S31876]
  • TensorRT Quick Start Guide [S31828]
  • Keras and TensorFlow: The Next Five Years [S31925]
  • The State of PyTorch [S31223]
  • PyTorch Performance Tuning Guide [S31831]
  • KOREA AI Developer Meetup [SE2333]
  • Deep Learning, Machine Learning, and Data Science [CWES1966]

CUDA / GPU Acceleration

  • Zero to GPU Hero with OpenACC [S31816]
  • Multi-GPU Programming with CUDA, GPUDirect, NCCL, NVSHMEM, and MPI [CWES1084]
  • Future of Standard and CUDA C++ [CWES1802]
    -Tensor Core-Accelerated Math Libraries for Dense and Sparse Linear Algebra in AI and HPC [CWES1098]
  • Thrust, CUB, and libcu++ User’s Forum [CWES1801]
  • Inside NVC++ and NVFORTRAN [S31358]
  • CUDA: New Features and Beyond [S31857]
  • Recent Developments in NVIDIA Math Libraries [S31754]
  • The NVIDIA C++ Standard Library [S31359]
  • Present and Future of Accelerated Computing Programming Approaches [S31146]
  • It’s Alive: CUDA in Visual Studio Code! [S31884]
  • GPU Performance Analysis and Optimization [CWES1969]

Industry trend

  • A Vision for the Next Decade of Computing [S31900]
    • ARM architecture와 딥러닝
  • An Overview of NVIDIA CloudXR [S32000]
    • VR/AR

Robotics

  • Deep Learning in Robotic Automation and Warehouse Logistics [S32139]
  • All Things Jetson [CWES1134]
  • Representation Learning for Autonomous Robots [S31875]
  • Introduction to Geospatial Intelligence: Present and Future (Presented by USGIF) [SS32993]%20%5BSS32993%5D/1_xe99n35t)

Automotive

  • Mapping and Localization with DRIVE AV [SE3068]
  • No Driver? No Problem. The Korean Startups Behind the Self-Driving Car Revolution. [S32650]
  • Driving the Robotaxi Revolution with Zoox CTO Jesse Levinson [S32445]
  • A Future with Self-Driving Vehicles [S32092]
  • Transforming the Automotive Future: Innovations in Digitalization, Electrification, and Sustainability [E32520]
  • Perception Development for Autonomous Vehicles [CWES1964]
  • NVIDIA Omniverse + DriveSim for Synthetic Data Generation [S32042]
  • Developing a Fully Autonomous Vehicle from the Ground Up [S33233]
  • GPU-Based Real-Time Inference for Autonomous Vehicles [S31756]

Healthcare

  • Surgical Vision: Understanding Surgical Scenes Using Computer Vision [E31921]