I'm a Machine Learning Engineer

Scalable Data ETL Pipelines | Machine Learning Operations | Time Series Forecasting

Hello! I'm Raymond Lam, a Machine Learning Engineer dedicated to leveraging data to solve real-world business problems and optimize Machine Learning Operations (MLOps).

My journey began as a self-taught programmer, where I immersed myself in the world of Python, data analytics, machine learning, and deep learning through online platforms like DataCamp and Coursera. This commitment to continuous learning has fueled my curiosity and equipped me with the skills to tackle complex challenges.

At OOCL, I had the incredible opportunity to apply my knowledge in a real-world problem by working on Cargo Demand Forecasting project. I and my team successfully expanded its scope from a single market to global reach, with the model maintaining over 80% accuracy in production over 6 months. This experience not only allowed me to unleash my potential but also deepened my understanding of how machine learning can drive efficiency and innovation in the shipping industry.

In this blog, I aim to share my experiences in the field of machine learning and data science. Whether you’re a fellow enthusiast or just starting out, I hope to inspire you and encourage you to keep learning about data and its transformative power in our world.

Let's learn together! 

"Stay Hungry, Stay Foolish" - Steve Jobs

MLOps

Data ETL Pipelines, Model Training and Evaluation, Inference, Production Deployment, Live Monitoring

Learn More

Time Series Forecasting

Temporal Fusion Transformer (TFT): interpretable, multi-horizon, and multivariate time-series prediction

Learn More

Data Visualization

Build fancy reporting dashboards with Tabluau for users. Spotfire dashboards for EDA or other analysis for DS teams.

Learn More

Skills

Python, SQL, Scala Spotfire, Tableau Hadoop, Impala, Spark, Argo, Kubernetes GitLab, Jenkins, Docker

 

City University of Hong Kong

Graduated with a bachelor degree in Mechatronics Engineering with First Class Honors

01-07-2014
 

Alco Electronics Limited

Mechanical Engineer Trainee: Product development of home appliances

01-05-2015
 

The University of Hong Kong

Graduated with a Master's degree in Mechanical Engineering with Credit

01-07-2016
 

Hong Kong Productivity Council

Engineering Officer: Anomaly detection of industrial pressure sensor

01-06-2018
 

Orient Overseas Container Line

Associate Data Scientist: Cargo Demand Forecast

14-12-2020
 

Moved to Toronto!

Enjoy the summer while looking for job opportunities!

08-07-2024
  • Toronto, 安大略加拿大