CV

(Click on the PDF symbol on the right-hand side for a detailed one.)

General Information

Full Name Huaye Zhan
Label Data Engineer | ML Engineer | ROS Software Engineer
Date of Birth 15th August 1997
Languages English, Hakka (native), Mandarin (native), Teochew(native), Cantonese
Email huayezhan@protonmail.com
Location GTA(Greater Toronto Area), Canada

Certifications

  • AWS Certified Machine Learning Engineer – Associate
  • TTC Hackathon:The Third Place

Skills

  • Proficiency with Python, SQL, and utilizing SQL in data solutions.
  • Familiarity with MLOps practices, version control, and CI/CD pipelines for machine learning.
  • Experience with cloud computing services:(Microsoft Azure:ADF, Azure Databricks) and AWS.
  • Familiarity with deploying ML models:Regression, Times Series Forecasting, NLP, Classification, Clustering, Dimensionality reduction, etc.
  • Experience with popular ML/DL frameworks:TensorFlow, PyTorch, Scikit-Learn, Huggingface.
  • Familiarity with scalable distributed computing frameworks:Pyspark.
  • Experience with Data visualization tools:Power BI.
  • Strong problem-solving skills and the ability to work on complex projects independently or collaboratively.

Key Areas of Expertise

  • 7+ years of experience in Python, Linux environments.
  • 5+ years of expertise in ROS software development.
  • 5+ years of experience in Machine Learning and Cloud Data solutions.
  • 2+ years of project experience with BERT, DistilBERT, MobileBERT, TinyBERT, T5, ViT.
  • 2+ years of hands-on experience with Generative AI, LLM, Vector Database, Lora/QLora, Finetuning framework.

Education

  • 2024 - 2025
    Artificial Intelligence - Software Engineer Technology (Fast-track)
    Centennial College, Toronto, Canada
    • Data Scientist and Machine Learning Engineer
  • 2015 - 2019
    Bachelor degree in Mechanical Engineering, Robotics and Automation
    Guangdong University of Technology, Guangzhou, China
    • Thesis: Human Pose Estimation Based on Deep Learning
    • Supervisor: Dr. Juan Rojas

Working Experience

  • 2019 - 2023
    ROS Software Engineer and Data Scientist
    ZMROBO
    • Develop ROS Self-driving Car
    • Design Curriculum of ROS
    • Data analysis on business marketing of educational robots
    • Deep learning and machine learning with ROS