Thesis Supervision/Teaching
The thesis I supervised and the courses I am involved with at TUM
Thesis Supervision
Master Thesis
- [Completed, September 2023] Optimizing NN Inferencing across the Continuum using Split Computing and Early Exiting. Issac David Nunez.
- [Completed, August 2023] Resource-aware pod (re)scheduling in Kubernetes. Jannik Straube.
- [Completed, July 2023] Implementing and evaluating keyword spotting neural networks on microcontrollers. Nicklas Guenther (in collab. with Mixed Mode).
- [Completed, June 2023] Enabling Client Model Heterogeneity for Serverless Federated Learning using Knowledge Distillation. Pulkit Khera.
- [Completed, August 2023] Enabling GPUs for Serverless Federated Learning. Alexander Jensen.
- [Completed, September 2023] A Shim for Open-Source FaaS Platforms. Paul Wieland.
- [Completed, May 2023] Optimizing Cold Starts in FaaS with Machine Learning. Saury Pande.
- [Completed, April 2023] Evaluation of Networked Heterogeneous Edge Systems for Maritime Positioning. Alexander Steck (in collab. with Covadonga).
- [Completed, March 2023] Carbon-aware scheduling for Serverless Computing. Thandayuthapani Subramanian.
- [Completed, February 2023] Optimizing Cost for Provisioning of Cloud Databases using ML Techniques. Berk Gülay (in collab. with SAP Munich).
- [Completed, November 2022] Migration and Analysis of Microservices to Serverless Architectures. Lennard Nagel (in collab. with Maibornwolff).
- [Completed, August 2022] Orchestrating Accelerated AI Model Serving for Industrial Applications at the Edge. Mohamad Kanj (in collab. with Siemens).
- [Completed, July 2022] High Performance FL Using Serverless Computing. Evgeni Kiradzhiyski. [Link]
- [Completed, June 2022] Comparing Open-Source FL Frameworks. Alperen Özkan.
- [Completed, May 2022] Mitigating Stragglers in Serverless FL. Mohamed Elzohairy. [Link]
- [Completed, September 2021] Towards Demystifying Intra-Function Parallelism in Serverless Computing. Michael Kiener. [Link]
- [Completed, August 2021] Secure and Scalable Federated Learning using FaaS. Andreas Grafberger.
Bachelor Thesis
- [Ongoing] Measurement Strategies for Greenhouse Gas Emissions from Software-as-a-Service Niklas Schoenstein.
- [Completed, May 2022] DevOps Versus NoOps: Performance Comparison of an IoT-Platform. Victor Pacyna. [Link]
- [Completed, October 2021] Bunk8s: Enabling easy Integration Testing of Microservices in Kubernetes. Christoph Reile (in collab. with Maibornwolff).
- [Completed, July 2021] Enabling MPI-based Serverless Computing. Nils Krueger.
Application Project
- [Completed, May 2022] Splitting Neural Networks for Training Using Function Chaining. Adrian David Castro.
Guided Research
- [Completed, May 2023] Review of data storage technologies for serverless Machine Learning. Jacek Kusnierz.