Monir

Hi! I am Monir.

E-mail: mdmonir@ualberta.ca
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Performant and Available Computing Systems Lab

This lab focuses on analyzing, modelling and designing dependable software systems.

PACS Lab
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Sustainable Computing Lab

This lab focuses on Cyber-Physical Systems, Internet of Things and Energy Informatics. We are passionate about interdisciplinary, complex systems challenges at scale through the use of networked sensors and real-time analytics.

Sustainable Computing Lab
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ATB AI Lab

UofA & ATB has partnered up to ensure exceptional financial services and design intuitive customer experience solutions using the power of Big Data Analytics & Machine Learning

ATB AI Lab
2019-2020

Dynamic Customer Segmentation

University of Alberta

Sustainable Computing Lab & ATB AI Lab

The goal of this project is to:

  • Investigate timeseries clustering for banking customer segmentation
  • Explore rule extraction from the obtained clusters leveraging metadata for explainabilty

Smart Home Analytics

University of Alberta

Collaborator: Tianyu Zhang

The goal of this project is to:

  • Develop algorithm based on Bayesian Neural Network for building RC model of homes based on ecobee dataset.
  • Use clustering for the selection of representative homes from clusters of home
  • Explore transfer learning for transferring models from representative homes to other homes of the cluster with little or no retraining.

2019

Experimantation Engine

University of Alberta

Sustainable Computing & ATB AI Lab

The goal of this project was to develop an experimentation or statistical engine that can help in statistical tests.

Anomaly Detection in Energy Usage for Smart Homes

University of Alberta

The goal of this project was to use Ecobee Dataset for smart homes for predicting houses with anomalous energy usage patterns leveraging classical & density-based outlier detection methods.

Executability of Python Snippets in Stack Overflow

University of Alberta

Collaborator: Nima Mahmoudi, Changyuan Lin

The goal of this project was to:

  • Develope a scalable framework to investigate Python Code Block executability in Stack Overflow using SOTorrent.
  • Answer specific research questions based on the analysis.

Analysis of Python Packaging Ecosystem (PyPI)

University of Alberta

Collaborator: Nima Mahmoudi, Changyuan Lin

The goal of this project was to:

  • Mine PyPI Dataset to find answers regarding the evolution of Python Packaging Ecosystem and comparison other packaging ecosystems.
  • Build a scalable analytics system in the context of the project for speed & future extensibility

2018-2020

Real-time Data Analytics Platform

University of Alberta

DDSL, Sustainable Computing & ATB AI Lab

The goal of this project was to develop a real-time data analytics engine leveraging GCP components. It had the ability to deal with both batch & streaming data.

2017

Proof of Concept Trial of IoT Platforms

Grameenphone Limited

The goal of this project was to:

  • Validate the basic IoT platform functionalities (data exchange, visualization and rule-based control) and measure costs associated with it
  • Strategize IoT Platform as a Service (PaaS)