Skip to content
hl.
Huang Lin

San Francisco Bay Area

Huang Lin.

Machine Learning Engineer
& Researcher

My work spans machine learning research, LLM evaluation, software tools, and data analysis.

Selected experience

Research & practice
Research

Machine Learning Research

Developed and evaluated models for indoor localization, with a focus on representation learning and knowledge distillation.

  • Model Training
  • Knowledge Distillation
  • Model Evaluation

PhD research · University of Regina

More about this work

Studied similarity-based matching and search-space reduction for WiFi fingerprints, alongside temporal modeling with LSTM–MLP knowledge distillation.

Compared methods to understand their localization accuracy and computational efficiency.

Industry experience

LLM Evaluation

Built evaluation workflows and analyzed failures in LLM-driven tasks.

  • Python
  • Benchmarking
  • Error Analysis

Mercor · ML Engineer (Contract)

More about this work

Worked on Python-based task execution and reproducible evaluation, including instruction following and agent workflow analysis.

Personal project

Software Development

Built a Chrome extension to organize job applications, notes, and application status.

  • JavaScript
  • Chrome Extensions
  • Automation

Job Application Tracker

More about this work

Implemented page metadata extraction, job platform detection, and a tracking dashboard to keep application information in one place.

Industry experience

Data Analysis & Feature Engineering

Worked with sales data for reporting and wireless signal data for model development.

  • SQL
  • Python
  • pandas

China Telecom / Ericsson

More about this work

At China Telecom, used SQL to track sales performance and maintain data quality for reporting.

At Ericsson, built preprocessing and feature engineering workflows for WiFi datasets during my ML engineering internship.

Browse all projects