Joseph Skantz

University of Wisconsin-Madison

M.S. Computer Science (Jan. 2026 - May 2027)

Focus: Machine Learning Systems Engineering

B.S. Computer Science (Sep. 2021 - Dec. 2025)

Featured Projects

HPC recommender — tail latency vs request rate

HPC-Accelerated Music Recommender

ML pipeline (Matrix Factorization). CUDA + cuBLAS training/inference, benchmarked against CPU baselines.

GPT-2 from scratch

GPT-2 From Scratch

PyTorch GPT-2: hand-built attention and transformer blocks, verified to token-level parity with HuggingFace's reference.

More coming soon...

Recent Coursework

Spring '26

  • CS 759 High Performance Computing for Applications in Engineering
  • CS 760 Machine Learning
  • CS 532 Matrix Methods in Machine Learning

Fall '26

  • CS 839 Advanced Topics in Reinforcement Learning
  • CS 639 Systems Architecture for Quantum Computers
  • CS 771 Learning-Based Methods for Computer Vision

Spring '27

TBD