Giang H.
Software Engineer @ Synopsys Inc
About
Master’s in Applied Mathematics (in progress) | Software Engineer | Algebraic Structures in Computation I work between software engineering and the mathematical foundations of computation. Professionally, my background spans backend engineering, data engineering, applied machine learning, and observability tooling. I’ve built and optimized API layers, data-processing logic, and data workflows; developed models for computer vision, forecasting, and NLP; implemented anomaly‑detection pipelines; and recently worked on AI‑assisted automation using RAG and agentic frameworks. These roles gave me practical intuition for how real systems compute — the constraints of performance, complexity, and structure. Academically, I’m pursuing a Master’s in Applied Mathematics. My current thesis studies non‑commutative Gröbner bases for decoding skew cyclic codes — a topic that strengthens my algebraic foundations and serves as an entry point into group theory, representation‑inspired techniques, and algebraic aspects of information theory. My broader research interest lies in algebraic and structural approaches to computation: how algebraic operations (monoids, groups, non‑commutative algebras), tensor‑style structures, and logical–algebraic frameworks inform complexity, circuit models, parallel computation, and the limits of efficient algorithms. I’m exploring graduate paths in Algebraic Methods for Computation, Theoretical Computer Science, or Algorithms, Combinatorics & Optimization (ACO), with the long‑term goal of understanding computational hardness through rigorous algebraic and structural principles. Always happy to connect with researchers or practitioners interested in algebraic viewpoints on computation, complexity, or the mathematical structure of algorithms. 🔗 More about my work: https://sites.google.com/view/coding-blog
Vietnam
Ho Chi Minh City
Computer Software
Computer Algebra, Number Theory, Software Observability, Large Language Models (LLM), Python (Programming Language), Data Engineering, Applied Machine Learning, API Development, Applied Mathematics, Natural Language Processing (NLP), Deep Learning, TensorFlow, Distributed Systems, Data Streaming, Microsoft Azure, Reinforcement Learning, Data Visualization, Cassandra, MapReduce, Snowflake
Experience

Software Engineer
Ho Chi Minh City, Vietnam
Backend and data engineer specializing in distributed data systems, performance optimization, and ML infrastructure for US enterprise clients. Core Competencies: 1. Distributed Data Engineering: • Designed large-scale Azure data pipelines using Spark, Delta Lake, and CDC patterns (SCD Type 1/2/3) for enterprise analytics • Built complex ETL workflows with advanced Spark techniques (window functions, partitioning, graph analytics) • Architected end-to-end data flows from ingestion to BI visualization 2. Backend Performance & Scalability: • Optimized production APIs across application, database, and infrastructure layers in microservices architecture • Refactored legacy code and executed system migrations for healthcare SaaS platform 3. ML Platform & MLOps: • Built ML infrastructure for model training, serving, and monitoring with experiment tracking • Developed production models for PII desensitization and cost forecasting • Implemented image preprocessing pipelines and model serving APIs Tech Stack: Python, Spark (SQL/DataFrames/GraphFrames), Azure (Databricks, Data Factory, Synapse, Functions), Delta Lake, PyTorch, Flask, FastAPI, Airflow, MLflow, Power BI, Plotly, Terraform, Docker, Jenkins.
Giang H.'s Contact Information
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