Masters Student | Machine Learning
The Pennsylvania State University
Technical Skills: Python, PyTorch, Latex, MATLAB, C/C++, Mathematica
Education
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| M.S., Electrical Engineering and Computer Science |
The Pennsylvania State University (December 2024) |
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| B.Tech, Electronics and Communication Engineering |
Jalpaiguri Government Engineering College (June 2022) |
Work Experience
Machine Learning Engineer (R&D) @Eriez (_Jan 2025 - present)
- Develop machine learning, deep learning, and digital signal processing (DSP) algorithms for real-time sensing and detection in industrial processing systems.
- Designed and implemented multi-modal deep learning models by integrating vision and multi-sensor time series data for advanced process diagnostics.
- Lead research initiatives on fine-tuning large language models (LLMs) for secure, on-premise deployment in internal tools supporting marketing and finance applications.
- Collaborate with Penn State University to develop domain-informed classification and forecasting models tailored to industrial environments.
- Working under the supervision of Dr. Ankit Tyagi
Machine Learning Engineer (Intern) @Eriez (May 2024 - Jul 2024)
- Conducted data-collection, pre-processing, and modeling for developing novel domain-enriched classification models for identifying metal contaminants for industrial metal detection.
- Developed Physically-informed learnable Denoisers for curating inputs from noisy time-series data.
- Worked under the supervision of Dr. Ankit Tyagi and Dr. Vishal Monga
Research Experience
Graduate Research Assistant @PennState (Jan 2024 - Dec 2024)
- Used LSTM and Attention-based architectures on temporal physical features for Multiple Classification-based tasks.
- Worked under the supervision of Dr. Vishal Monga
Graduate Research Assistant @PennState (May 2023 - Dec 2023)
- Worked on the comparative study of Deep Learning based surrogate models vs Differential Surrogate Models.
- Built Physics-based models that utilize NeuralODE to effectively model and solve dynamic systems.
- Worked under the supervision of Dr. Daniel Kifer and Dr. Chaopeng Shen
Undergraduate Research Internship @IIT Guwahati (Mar 2021 - Oct 2021)
- Worked on a project based on employing multiple antenna diversity to simulate OFDM and methods effective in reducing PAPR in the system.
Undergraduate Research Internship @BITS Pilani (Apr 2021 - Sep 2021)
- Evolved an extensive study on the performance of a UWOC channel considering Generalised Gamma Fading by computing closed-form expressions for different statistical parameters under the integrated effects of oceanic turbulence and pointing errors and verifying the results through Monte-Carlo simulation.
- Authored a paper on this novel approach which is published at the 2022 IEEE 95th VTC.
Undergraduate Industrial Training @Shyama Prasad Mukherjee Port Trust (Sep 2020 - Oct 2020)
- Received technical and operational exposure to several industrial-grade instruments and systems used for the purposes of navigation, measurement, traffic control, and security in the Kolkata Port.
- Comprehended working principles behind Acoustic Doppler Current Profiler(ADCP), Differential Global Positioning System(DGPS), Vessel Traffic Management System(VTMS) and RFID-based Port Access Control System.
Teaching Experience
Graduate Teaching Assistant @PennState (Jan 2023 - May 2023)
- Taught a course(EE 453) designed to introduce the fundamentals of digital signal processing. The emphasis was on analysis tools, the design of digital filters, and on the computation of the DFT.
Graduate Teaching Assistant @PennState (Aug 2022 - Dec 2022)
- Taught a course on the introduction to neural nets(EE 456) providing experiences in identifying the best types of NNs for a particular task, developing and applying them to solve difficult problems.
Publications
References
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| Vishal Monga |
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Professor, School of Electrical Engineering and Computer Science, The Pennsylvania State University, State College Email: vum4@psu.edu Phone: +1-814-863-1267 |
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| Ankit Tyagi |
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R&D Manager – Electrical and Software Engineering, Eriez Manufacturing, Erie, PA Email: atyagi@eriez.com Phone: +1-631-561-8522 |
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| Daniel Kifer |
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Professor, Computer Science and Engineering, The Pennsylvania State University, State College Email: duk17@psu.edu Phone: +1-814-863-1187 |
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| Chaopeng Shen |
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Professor, Civil and Environmental Engineering, The Pennsylvania State University, State College Email: cxs1024@psu.edu Phone: +1-814-863-5844 |