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Hi there 👋

I'm a Ph.D. candidate at New Mexico Institute of Mining and Technology (NMT). My general research interests are on deep learning, time series classification, and neural architecture search. To learn more about me, you can find my most recent CV [here].

I'm currently working on my Ph.D. dissertation on Smart Meter Data Analytics using Deep Learning methods, More specifically, I am using Neural Architecture Search (NAS) approach to build an automated pipeline searching for a better model on time series classification. Many smart meter data analytics applications are within the domain of time series classification such as building occupancy detection, socio-demographic information identification, and nonintrusive load monitoring. The need for providing many services through the Smart Grid while protecting users' privacy is quite challenging. A non-intrusive approach via smart meter data through smart meter infrastructures attracted many attentions in the last decade.

Deep learning is really good at image recoginition and classification. However, a lot more works needs to be done to unleash higher potential of deep learning technique on more complicated, non-structured, and noisy real-world data.

Bill Luo's Projects

abode_net icon abode_net

ABODE-Net: An Attention-based Deep Learning Model for Non-intrusive Building Occupancy Detection Using Smart Meter Data

deepspeed icon deepspeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

ensemble-pytorch icon ensemble-pytorch

A unified ensemble framework for PyTorch to improve the performance and robustness of your deep learning model.

ml_toolkit icon ml_toolkit

ML toolkit is a fast prototype toolkit for ML researcher.

my_cv icon my_cv

Academic CV Latex template publishing PDF on github pages

pydantic icon pydantic

Data validation using Python type hints

pymoo icon pymoo

NSGA2, NSGA3, R-NSGA3, MOEAD, Genetic Algorithms (GA), Differential Evolution (DE), CMAES, PSO

ray icon ray

Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.

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