Danny Luo Machine Learning Engineer

Portfolio


Side Projects

Residential Real Estate Valuation

Extracted, cleaned and pre-processed over 13 million records from remote SQL database. Trained XGboost valuation model on AWS EC2.

Guide: Spark with Jupyter on AWS

A guide on how to set up Spark with Jupyter on AWS EC2 instances with S3 I/O support. Presented at Toronto Apache Spark #19.

HackOn(Data) 3rd Place Project: Optimal Digital Map Placement in Toronto

A solution for determining the most optimal placement of location-based information maps throughout Toronto.

Data Science Bowl Preprocessing on AWS *

I use python multiprocessing to preprocess Lung CT Images efficiently on all available CPU cores on AWS compute instances.

Dstl Satellite Image Exploration on AWS *

An exploration of satellite images using AWS S3 and boto3 for the kaggle DSTL Satellite Imagery Feature Detection challenge.

* As a member of the University of Toronto Data Science Team (UDST).


Teaching

Toronto Machine Learning Series Presenter — ‘Modern Agile for Machine Learning’

How machine learning teams can apply Modern Agile and Extreme Programming engineering principles to deliver high-quality, flexible and low cost-of-change ML projects that yield a net reduction in development time and production time.

Toronto Deep Learning Series Presenter — ‘Google BERT’

Technical presentation on state-of-the-art NLP model Google BERT

University of Toronto School of Public Health Guest Lecturer

Practical and theoretical methodologies for applying deep learning to real-world applications, including public health sciences, based on techniques employed in real-world contexts.

University of Toronto Teaching Assistant

MAT245: Mathematical Methods in Data Science: An introduction to the mathematical methods behind scientific techniques developed for extracting information from large data sets.


Honors & Awards

Name Year
3T0 M. & P. and Associates Scholarship 2018
Norman Stuart Robertson Scholarship in Mathematics 2017
Coexter Scholarship in Mathematics 2017
C.L. Burton Scholarships for Mathematics and/or Physical Sciences 2017, 2016
Third Place at HackOn(Data) 2016
NSERC Undergraduate Student Research Award 2016 (UToronto)
2015 (UWaterloo)
Dr. James A. & Connie P. Dickson Scholarship in Science and Math 2015
University of Toronto Scholar
Joseph Alfred Whealey Incourse Scholarship
2015
Howard Ferguson Provincial Scholarship 2014
2015*, 2016*, 2017*

* Renewed


Misc

Data Science Resources

A list of useful data science resources.

Book List

What I’ve read.