Hi,
I’m Howard
Computational Data Science
Email Me
About
I’m Howard
CMU MCDS student and software/ML engineer focused on scalable ML systems, HPC, and LLM serving. Previously at SDSC, Compex Systems Singapore, and NXP, I’ve built distributed training/orchestration on SLURM/K8s, production RAG systems, and deployed models on AWS and Azure.
Education & Experience
Education
Carnegie Mellon University
School of Computer Science
Master of Science in Computational Data Science
Pittsburgh, PA
University of California, San Diego
Halıcıoğlu Data Science Institute
Bachelor of Science in Data Science
San Diego, CA
Experience
San Diego Supercomputer Center
Software Engineer Intern - Cyberinfrastructure Enabled ML
San Diego, CA
- Developed bash and SLURM scripts to orchestrate distributed workloads for PyTorch, Spark, and Dask
- Automated YAML generation for K8s deployments for dynamic resource allocation based on resource usage
- Developed a pipeline for Docker to Singularity container conversion for CUDA dependent workloads
- Deployed GraphRAG on a HPC cluster, configured scalable API endpoints to handle 100,000s of LLM requests
Compex Systems Singapore
Software Engineer Intern - LLM Innovation
Singapore
- Implemented an internal RAG for support troubleshooting, adopted by 80% of support staff
- Setup schema design and management of PostgreSQL vector store with on-demand ETL injection of new data
- Served LLMs on Azure OpenAI with secure access controls and best practices for managing secrets/keys
- Fine-tuned recommendation systems on Salesforce ticketing resulting in 2 hours saved per data-sheet search
NXP Semiconductors
Machine Learning Engineer Intern - Power Reduction
San Diego, CA
- Deployed machine learning models on AWS Sagemaker and leveraged S3 for data retrieval and storage
- Utilized supervised learning techniques and unsupervised dimensionality reduction with scikit-learn and TensorFlow
- Developed an ETL pipeline to read and store data logs, increasing data collection speeds by 30%
- Facilitated efficient job distribution and simulations on Ansys PowerArtist and IBM LSF with shell/SLURM scripts
Skills
Profesional Skills
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