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YuXuan Tay
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Machine Learning Engineer
Meta Platforms Inc

Hi, my name is YuXuan Tay, originally from Singapore. Currently, I am a Machine Learning Software Engineer in Meta, London, United Kingdom.

I build end-to-end machine learning systems to make business impact. This includes engineering data transformation pipelines, model development, model training scheduling, model serving, deployment and monitoring.

My experience in the data science field started in 2014 and has spanned across industries such as government, consulting, startup, insurance, ecommerce, travel and logistics. This has given me professional experience on data science domains such as topic modelling, text classification, uplift modelling, ranking, dynamic personalised recommendation and visual model explanations. I have also developed models for text generation and embedding learning with matrix factorisation. I am familiar with deep learning techniques in domains such as natural language processing, computer vision and recommendation engines.

I graduated from National University of Singapore with a degree in Bachelor of Science, 1st Class Honours in Statistics. I was the valedictorian for the Statistics Class of 2014.

Outside of work, I enjoy keeping fit with calisthenics workouts and jogging, following Formula 1, mountain hiking, exploring scenery and travelling. I am a father of 1 with my lovely wife, Lynn.

Professional Experience

For more information, please refer to LinkedIn.

Start End Title Organisation Location
Aug 2021 Present Software Engineer, Machine Learning Meta London, United Kingdom
Jan 2021 Jul 2021 Senior Data Scientist Ninja Van Singapore
Jul 2020 Dec 2020 Data Science Consultant QuantumBlack Singapore
Aug 2018 Apr 2020 Data Scientist, RecSys Traveloka Singapore
Jun 2017 Aug 2018 Senior Associate, Data Science Lazada Singapore
Jun 2015 Jun 2017 Associate Consultant, Data Science Division GovTech Singapore Singapore
Sep 2014 Jun 2015 Graduate Actuarial Analyst Swiss Re Singapore

Technology Skills

Non-exhaustive lists of my technology skills, from most proficient to least.

Category Technologies
Machine Learning & Data Science PyTorch Lightning, TensorFlow, CatBoost, Apache Spark, Apache Beam, Data Build Tool, SHAP feature importance, neural networks, recommendation engines, ranking, uplift modeling
Deployment & Integration Git, Docker Compose, GitHub Actions, Git Hooks, Pre-Commit, Virtualenv, Travis CI
Automation & Orchestration Airflow, GNU Make, Ansible, Kuberntes
Google Cloud Platform BigQuery, Storage, AI Platform, Cloud Composer, Cloud Build, Cloud Run, Kubernetes Engine, Compute Engine, Stackdriver Logging, Tracing, Monitor, Dataflow, Dataproc
Others FastAPI, Python, SQL, R, Bash, Linux, JavaScript, Rust, Scala, Java, PHP

Certifications

Date Certificate Provider
Jul 2020 Google Cloud Certified Professional Data Engineer Google Cloud
Jun 2020 Data Engineering, Big Data, and Machine Learning on GCP Google Cloud (Coursera)
Jun 2020 Data Engineering with Google Cloud Google Cloud (Coursera)
May 2020 Architecting with Google Compute Engine Specialisation Google Cloud (Coursera)
May 2020 Cloud Architecture with Google Cloud Specialisation Google Cloud (Coursera)
May 2020 Cloud Engineering with Google Cloud Specialisation Google Cloud (Coursera)
Feb 2017 Machine Learning Specialisation University of Washington (Coursera)
Dec 2014 Data Science Specialisation Johns Hopkins University (Coursera)

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Thoughts on Applied Data Science and Machine Learning Engineering

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