hero
TPY Capital
TPY Capital
14
companies
76
Jobs

Senior Deep Learning Engineer

AI21 Labs

AI21 Labs

Posted on Wednesday, July 3, 2024

Senior Deep Learning Engineer

  • Engineering
  • Tel Aviv, Israel
  • Full-time

Description

Our team is looking for a Deep Learning Engineer.

AI21 is one of the few companies to have trained multi-billion parameter Large Language Models (LLMs), a feat that involves the most advanced engineering (large scale distributed training on thousands of cores). Serving these LLMs efficiently requires cutting-edge technology as well. As a deep learning engineer on the team, you will be responsible for maintaining and improving our training infrastructure, developing/scaling/testing new ideas, and adapting our code to run on and best utilize the newest and most advanced hardware accelerators.

Role and Responsibilities

  • Develop Large Language Models as part of our applied research projects and in support of AI21 Platform, including designing, implementing and training massive-scale deep language models
  • Implement, optimize, scale and test new cutting edge ideas and architectures
  • Perform large-scale evaluations and comparisons of trained models across a range of benchmarks, as well as adding support for new benchmarks

Requirements

  • B.Sc. in computer science, software engineering or equivalent
  • Self learner, and proven record of ability to remove technical road-blocks
  • 5+ years experience developing software for production systems and/or internal infrastructure/tools
  • Prior experience working with cloud computing platforms (e.g. AWS, GCP, Docker, Kubernetes)
  • Skilled at writing production-grade Python code
  • Hands-on experience in deep learning and machine learning (TensorFlow/PyTorch..)
  • Any one of the following:
  • Optimization of deep learning model training (E.g. parallelization, megatron, deepspeed, FSDP)

- or -

  • Custom kernel experience (C++/CUDA and/or Triton)

- or -

  • Distributed Systems, in particular distributed deep learning training/serving