Taekyung Heo

FAQ About Taekyung Heo

• What is Taekyung Heo's address?

  Taekyung Heo is located at
  New York City Metropolitan Area, New York City Metropolitan Area, United States

• What is Taekyung Heo's job title?

  Taekyung Heo is a
  As a computer scientist, I excel in the areas of distributed machine learning systems, performance modeling, and memory systems, with my efforts particularly focused on bridging the gap between theoretical concepts and their practical implementation through hardware-software co-design. In my current role as a Senior HPC Middleware Developer at NVIDIA, I harness AI software/hardware co-design to scale AI workloads across thousands of GPUs effectively. This role encompasses a variety of benchmarking activities and the crafting of software solutions aimed at enhancing the scalability of machine learning workloads. I am at the forefront of developing two vital software products from scratch. This development work includes comprehensive benchmarking, simulation framework, and the extraction of valuable insights from real-world workload traces across diverse teams and business units. My rich engineering background, cultivated during my Ph.D. through hands-on exploration of both hardware and software aspects—including system software like Linux kernels and simulation tools for architectural studies—positions me to make substantial contributions to NVIDIA's projects. [Keywords] HW-SW Co-Design, System Optimization, Memory Systems, Computer Architecture, Observability, Performance Modeling, Distributed Training, Machine Learning Systems, Linux Kernel, Large-scale Distributed Systems, System Bottlenecks, System Software, Hardware Accelerators Nvidia

• What industry does Taekyung Heo currently work in?

  Taekyung Heo currently works in the
  Nvidia

• What is Taekyung Heo's area of expertise?

  Taekyung Heo specializes in
  As a computer scientist, I excel in the areas of distributed machine learning systems, performance modeling, and memory systems, with my efforts particularly focused on bridging the gap between theoretical concepts and their practical implementation through hardware-software co-design. In my current role as a Senior HPC Middleware Developer at NVIDIA, I harness AI software/hardware co-design to scale AI workloads across thousands of GPUs effectively. This role encompasses a variety of benchmarking activities and the crafting of software solutions aimed at enhancing the scalability of machine learning workloads. I am at the forefront of developing two vital software products from scratch. This development work includes comprehensive benchmarking, simulation framework, and the extraction of valuable insights from real-world workload traces across diverse teams and business units. My rich engineering background, cultivated during my Ph.D. through hands-on exploration of both hardware and software aspects—including system software like Linux kernels and simulation tools for architectural studies—positions me to make substantial contributions to NVIDIA's projects. [Keywords] HW-SW Co-Design, System Optimization, Memory Systems, Computer Architecture, Observability, Performance Modeling, Distributed Training, Machine Learning Systems, Linux Kernel, Large-scale Distributed Systems, System Bottlenecks, System Software, Hardware Accelerators

• Which languages does Taekyung Heo speak? 

  Taekyung Heo speaks the following languages:
  No languages available.

• Which industries has Taekyung Heo previously worked in?   

  Taekyung Heo has prior experience in the following industries:
  Georgia Institute Of Technology , Meta , Georgia Institute Of Technology , Georgia Institute Of Technology , Microsoft

• What is Taekyung Heo’s work experience?  

  Taekyung Heo has the following professional experience:
  Nvidia , Georgia Institute Of Technology , Meta , Georgia Institute Of Technology , Georgia Institute Of Technology , Microsoft .

• How can I find Taekyung Heo on LinkedIn?  

  You can view Taekyung Heo’s
  LinkedIn profile at LinkedIn URL.

• What are Taekyung Heo’s work email addresses?  

  Taekyung Heo’s work email addresses are
  [email protected] .

• What company does Taekyung Heo work for?  

  Taekyung Heo works at
  Nvidia