Amardip Kumar Singh
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Amardip Kumar Singh Email & Phone Number

Machine Learning Intern at Ericsson
Location: Montreal, Quebec, Canada 8 work roles 5 schools
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Current company
Ericsson
Role
Machine Learning Intern
Location
Montreal, Quebec, Canada
Company size
107429 employees

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Amardip Kumar Singh is listed as Machine Learning Intern at Ericsson, a company with 107429 employees, based in Montreal, Quebec, Canada. AeroLeads shows a matched LinkedIn profile for Amardip Kumar Singh.

Amardip Kumar Singh previously worked as Graduate Research Assistant | Multi-Cloud Serviced Grid and Edge Artificial Intelligence (VMWare) at École De Technologie Supérieure (Éts) and Graduate Research Assistant | Self-Optimizing Fabric (SOF) project in ENCQOR (supported by Ciena) at École De Technologie Supérieure. Amardip Kumar Singh holds Doctor Of Philosophy - Phd, Computer Systems Networking And Telecommunications from École De Technologie Supérieure.

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Ericsson

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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.

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Ericsson
Ericsson
Machine Learning Intern
Montreal, QC, CA
Website
ericsson.com
Employees
107429
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8 roles

Amardip Kumar Singh work experience

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Machine Learning Intern

Ericsson

Montreal, QC, CA

Graduate Research Assistant | Multi-Cloud Serviced Grid And Edge Artificial Intelligence (Vmware)

Current
École De Technologie Supérieure (Éts)

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.
Sep 2022 - Present

Graduate Research Assistant | Self-Optimizing Fabric (Sof) Project In Encqor (Supported By Ciena)

École De Technologie Supérieure

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.
Jan 2020 - Aug 2022

Research Fellow (Parallel And Distributed Systems Lab)

Jawaharlal Nehru University

New Delhi Area, India

* Researched on Computation Resource Management in Edge and fog Computing

Aug 2018 - Dec 2019

Story Scholar

The 1947 Partition Archive

New Delhi Area, India

The role was to conduct video interviews of the survivors of the partition of 1947.

Mar 2019 - Sep 2019

Research Assistant

O.P. Jindal Global University (Jgu)

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".

Aug 2018 - Jan 2019

Intern

Thecitizen.In

New Delhi Area, India

Field and desk reporting as an intern.

Apr 2018 - May 2018

Assistant

Indian Institute Of Technology, Kharagpur

Sundarban, West Bengal

Assisted in a survey for the study of effects on child's growth due to fasting of pregnant women during Ramzan.

Feb 2015 - Mar 2015
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Colleagues at Ericsson

Other employees you can reach at ericsson.com. View company contacts for 107429 employees →

谢 谢圣维 谢圣维 Colleague at EricssonHaikou, Hainan, China, China View → AV Ashutosh Vats Ashutosh Vats Colleague at EricssonDelhi, India, India View → VS Vijay Singh Rathor Vijay Singh Rathor Colleague at EricssonNoida, Uttar Pradesh, India, India View → SA Syed Atif Doha Qatar Syed Atif Doha Qatar Colleague at EricssonQatar, Qatar View → MF Matthew Ford Matthew Ford Colleague at EricssonGreater Melbourne Area, Australia View → FA Fikret Agayev Fikret Agayev Colleague at EricssonBaku, Baku Ekonomic Zone, Azerbaijan, Azerbaijan View → PT Parveen Thakur Parveen Thakur Colleague at EricssonGurgaon, Haryana, India, India View → GK Gholamreza Kheiri Gholamreza Kheiri Colleague at EricssonIran, Iran, Islamic Republic Of View → JZ Jose Zamora Jose Zamora Colleague at EricssonMéxico, Mexico, Mexico View → AB Anar Babayev Anar Babayev Colleague at EricssonAzerbaijan, Azerbaijan View →
5 education records

Amardip Kumar Singh education

FAQ

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What company does Amardip Kumar Singh work for?

Amardip Kumar Singh works for Ericsson.

What is Amardip Kumar Singh's role at Ericsson?

Amardip Kumar Singh is listed as Machine Learning Intern at Ericsson.

Where is Amardip Kumar Singh based?

Amardip Kumar Singh is based in Montreal, Quebec, Canada while working with Ericsson.

What companies has Amardip Kumar Singh worked for?

Amardip Kumar Singh has worked for Ericsson, École De Technologie Supérieure (Éts), École De Technologie Supérieure, Jawaharlal Nehru University, and The 1947 Partition Archive.

Who are Amardip Kumar Singh's colleagues at Ericsson?

Amardip Kumar Singh's colleagues at Ericsson include 谢圣维, Ashutosh Vats, Vijay Singh Rathor, Syed Atif Doha Qatar, and Matthew Ford.

How can I contact Amardip Kumar Singh?

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What schools did Amardip Kumar Singh attend?

Amardip Kumar Singh holds Doctor Of Philosophy - Phd, Computer Systems Networking And Telecommunications from École De Technologie Supérieure.

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