cv
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General Information
Full Name | Tanvir Ferdousi |
Birth | 1988 |
Languages | English, Bengali |
Education
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2021 PhD in Computer Engineering
Kansas State University (K-State), Manhattan, KS, USA - Dissertation
- Computational Models and Tools for Analysis, Prediction, and Control of Infectious Diseases
- PDF Link
- Courses
- Co-Taught 'Introduction to Blockchains' as a part of the graduate course curriculum.
- Took courses on Analysis of Algorithms, Multivariate Statistical Methods, Agent-Based Game Theory, Network Theory, Machine Learning and Pattern Recognition, etc.
- Dissertation
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2013 BSc in Electrical and Electronic Engineering
Bangladesh University of Engineering and Technology (BUET), Dhaka, Bangladesh - Dissertation on "Design of a honeycomb all solid photonic bandgap fiber for a wide visible region"
- Courses on Solid State Devices, Control Systems, Microwave Engineering, Digital Signal Processing, VLSI, Microprocessor and Interfacing, Numerical Computing, etc.
Experience
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2021 - Current Postdoctoral Research Associate
Biocomplexity Institute, University of Virginia, Charlottesville, VA, USA - A CyberInfrastructure for Network Engineering and Science (CINES)
- Developed graph analytics tools capable of large-scale computations (~10^6 nodes/edges) in a software as a service (SaaS) architecture using HPC backend.
- Mentored a student in developing a financial contagion simulator using the Eisenberg-Noe model to evaluate the impact of bailout strategies in reducing cascading failures in bank lending networks.
- AI Institute for Transforming Workforce & Decision Support (AgAID)
- Developed an explainable AI (XAI) framework for geospatial data using Shapley analysis in combination with supervised (random forest) and unsupervised (k-means clustering) learning. The framework was used to evaluate the impact of climate change on water availability and crop yield in the Western United States.
- Designed and deployed a high performance computing pipeline for automated preprocessing, batch job submission, monitoring, and postprocessing of VIC-CropSyst simulation in UVA’s Rivanna HPC clusters
- Mentored a student to develop an Asymmetric Nash Bargaining framework to model negotiations among California, Arizona, and Nevada to curtail the usage of Colorado River’s water.
- Developed an integer linear programming (ILP) optimizer using Gurobi for matching buyers and sellers in bipartite networks representing river water rights markets.
- A CyberInfrastructure for Network Engineering and Science (CINES)
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2016-2021 Graduate Research Assistant
Kansas State University, Manhattan, KS, USA - Network Epidemic Models
- Designed and developed a hybrid compartmental agent-based model to simulate the spread of Zika virus using both vectored and sexual transmission mechanisms in a sexual contact network.
- Developed a network epidemic model to simulate African Swine Fever (ASF) virus spread in US swine movement networks.
- Graph Miningn
- Designed a graph generation model to generate random graph for sexual contact among adult population based on agregate data on sexual behavior in the USA.
- Designed a graph generation model that combines multiple aggregate datasets to produce animal movement graphs in the USA.
- Machine Learning
- Developed a feature selection framework to improve the performance of predicting time series data for weekly dengue cases when training data is inadequate.
- Blockchain
- Designed a blockchain-based distributed data management system for US beef cattle supply chains using Ethereum smart contracts.
- Data Analytics as a Service
- Developed a web-based dashboard to visualize data, run simulations, and analyze results of dengue risk forecasts with a map interface using leaflet.js and PostGIS.
- Network Epidemic Models
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2013-2016 Senior Software Engineer
Samsung R&D Institute Bangladesh, Dhaka, Bangladesh. - Led and managed a team of 5 to provide software quality assurance (SQA) for IoT applications in an Agile workflow. Deliverables included source code analysis, review, and unit/integration/compliance tests.
- Developed an IoTivity-compliant client by expanding a Constrained Application Protocol (CoAP) framework to test protocol compliance of the IoTivity framework.
- Implemented and maintained a TURN-based NAT traversal solution to establish peer to peer connections using relay servers to connect hosts to enable remote access and control of devices.
- Developed test frameworks for unit and integration testing of Tizen mobile OS APIs.
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2013 - 2013 Research Engineer
Institute of Information and Communication Technology (IICT), BUET, Dhaka, Bangladesh - Conducted workshops on embedded systems as a teaching assistant. Prepared teaching materials on FPGA, Verilog, and Microcontrollers.
Honors and Awards
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2016 - Advanced Level in Samsung Software Certification Test
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2014 - Grade 1 in annual performance evaluation at Samsung
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2013 - Placed 1st in Solution Lab of Samsung R&D Institute Bangladesh in Software Capability Test
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2011 - Merit scholarships for being ranked 1st out of 84 enrolled students in the Cisco Networking Academy Program (CNAP) at BUET (2010-2011) in the CCNA Exploration 4.0 course
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2010 - Dean's List Award from Bangladesh University of Engineering and Technology (BUET)
Research Interests
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Machine Learning
- Sequence / time series data
- Learning on Graphs / GNNs
- Explainable AI
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Network Science
- Graph analytics at scale
- Processes on networks
- Agent based models
Other Interests
- Hobbies: Filmmaking, Photography, Music Production, Camping, and Traveling.