Hongyu Su

Hongyu Su

PhD in Machine Learning from Aalto University
data scientist building ML systems in production
researcher in optimization and structured prediction
engineer and nerdy vim user
snowboarder, hiker, scuba diver

Recent

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Apr 10, 2026 Building a Full-Stack E-Commerce Platform from Scratch
NextJSFastAPIPostgreSQL
Aug 23, 2025 Claude Code + MCP: AI Development with Bedrock
AIClaudeMCP
Feb 20, 2025 LoRA Fine-Tuned LLaMA 3.1 for Production NLP: The Full Stack
NLPLoRALLaMA
Dec 10, 2024 Predicting Product Launch Success with Machine Learning
MLXGBoostMetaflow
Oct 1, 2024 Building an LLM-Powered Survey Summarizer: From GPT to Bedrock
NLPLLMAWSBedrock
Aug 15, 2024 LLaMA on AWS Bedrock: Ditching OpenAI for Production NLP
NLPLLaMAAWSBedrock
May 10, 2024 From Custom Models to GPT: Replacing a Training Pipeline with Prompt Engineering
NLPGPTOpenAI
Sep 20, 2023 Scaling NLP Inference: Lessons from Managing SageMaker Endpoints
NLPAWSSageMaker

Academic

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Published at NIPS, ICML, ACML. Focus on optimization, structured output prediction, and kernel methods. PostDoc at HIIT / Aalto University.

Portfolio

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ML research, web applications, and data engineering on GitHub.