Amardip Kumar Singh

Amardip Kumar Singh Email and Phone Number

Machine Learning Intern @ Ericsson
Montreal, QC, CA
Amardip Kumar Singh's Location
Montreal, Quebec, Canada, Canada
About Amardip Kumar Singh

As a PhD Researcher at ÉTS, I collaborate with VMware on a cutting-edge project that aims to improve the Federated Learning (FL) model training costs in Open Radio Access Network (O-RAN) by considering users' mobility, network topology, and resource constraints. I have developed a novel optimization method, MCORANFed, that enhances the communication efficiency by 13% and reduces the resource usage cost by 19% compared to existing FL variants. I have also conducted convergence analysis and experimental validation of my method, and presented my work at the IEEE Wireless and Networking Conference 2022.My passion for data science and machine learning stems from my strong background in mathematics and edge computing. I have a master's degree in computer science and technology from Jawaharlal Nehru University, where I also worked as a research fellow on computation resource management in edge and fog computing. I have acquired multiple skills in statistical analysis, feature engineering, mathematical modeling, and data visualization using various tools and languages, such as R, SQL, MATLAB, Python, and Tableau. I have also earned a Google Data Analytics Professional Certificate and a Mitacs Project and Time Management Certificate to further enhance my competencies.I am motivated by the opportunity to apply my theoretical knowledge and practical skills to solve real-world problems that have a positive impact on society. I am eager to learn from and contribute to the research community and the industry, and to advance the state-of-the-art in FL, O-RAN, and data science.

Amardip Kumar Singh's Current Company Details
Ericsson

Ericsson

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Machine Learning Intern
Montreal, QC, CA
Website:
ericsson.com
Employees:
107429
Amardip Kumar Singh Work Experience Details
  • Ericsson
    Machine Learning Intern
    Ericsson
    Montreal, Qc, Ca
  • École De Technologie Supérieure (Éts)
    Graduate Research Assistant | Multi-Cloud Serviced Grid And Edge Artificial Intelligence (Vmware)
    École De Technologie Supérieure (Éts) Sep 2022 - Present
    Montreal, Quebec, Canada
    Improving the FL model training costs in O-RAN by considering users' mobility, network topology, and resource constraints. Achieved outcomes so far includes:• Mathematically modeled a joint computation and bandwidth resource optimization for implementing FL in O-RAN Intelligent Controllers.• Enhanced the communication efficiency by 13% with the use of second order gradient descent and a model compression operator.• Conducted Convergence Analysis and experimental validation that advocated the efficiency of the proposed method: MCORANFed.
  • École De Technologie Supérieure
    Graduate Research Assistant | Self-Optimizing Fabric (Sof) Project In Encqor (Supported By Ciena)
    École De Technologie Supérieure Jan 2020 - Aug 2022
    Montreal, Quebec, Canada
    • Conducted a critical literature review of over 100 state-of-the-art research papers to identify research gaps and existing issues in Network Layer to facilitate Self Optimizing Network (SON).• Theoretically examined the analytical requirements of SON within the Open Radio Access Network (O-RAN).• Designed a novel Federated Learning (FL) algorithm, namely ORANFed that improved the learning time by 10.8% and reduced the resource usage cost by 19% as compared to competent FL variants.• Presented the work in IEEE Wireless and Networking Conference 2022.
  • Jawaharlal Nehru University
    Research Fellow (Parallel And Distributed Systems Lab)
    Jawaharlal Nehru University Aug 2018 - Dec 2019
    New Delhi Area, India
    * Researched on Computation Resource Management in Edge and fog Computing
  • The 1947 Partition Archive
    Story Scholar
    The 1947 Partition Archive Mar 2019 - Sep 2019
    New Delhi Area, India
    The role was to conduct video interviews of the survivors of the partition of 1947.
  • O.P. Jindal Global University (Jgu)
    Research Assistant
    O.P. Jindal Global University (Jgu) Aug 2018 - Jan 2019
    Haryana, India
    The role was to assist Dr. Amlan Das Gupta in conducting focused group discussion with dairy farmers and making survey reports for the project titled "Environmental Fallout of the White Revolution in India".
  • Thecitizen.In
    Intern
    Thecitizen.In Apr 2018 - May 2018
    New Delhi Area, India
    Field and desk reporting as an intern.
  • Indian Institute Of Technology, Kharagpur
    Assistant
    Indian Institute Of Technology, Kharagpur Feb 2015 - Mar 2015
    Sundarban, West Bengal
    Assisted in a survey for the study of effects on child's growth due to fasting of pregnant women during Ramzan.

Amardip Kumar Singh Education Details

Frequently Asked Questions about Amardip Kumar Singh

What company does Amardip Kumar Singh work for?

Amardip Kumar Singh works for Ericsson

What is Amardip Kumar Singh's role at the current company?

Amardip Kumar Singh's current role is Machine Learning Intern.

What schools did Amardip Kumar Singh attend?

Amardip Kumar Singh attended École De Technologie Supérieure, Jawaharlal Nehru University, Jawaharlal Nehru University, Presidency University, Kolkata, University Of Calcutta.

Who are Amardip Kumar Singh's colleagues?

Amardip Kumar Singh's colleagues are Aisha Carvalho, María Morrás Fernández, Priyanka Bisht, Jiangbo Tang, James (Jim) Casassa, Pmp, Ricardo Alberto Blanco, Alex Calinoiu.

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