Ahmed Frikha
Angestellt, Senior Machine Learning Scientist, Huawei Technologies
Abschluss: Doctor of Philosophy (PhD), Ludwig-Maximilians Universität, München
Munich, Deutschland
Über mich
My work is focused on developing novel privacy-preserving machine learning methods and applying them to datasets from real-world applications. My research interests include transfer learning, meta-learning, few-shot learning, domain adaptation and generalization, continual learning, privacy-preserving data-free learning, federated learning, anomaly detection, AutoML, self-supervised learning, active learning and generative models. For more information about my research check out the Publications section, or visit my Google Scholar profile.
Werdegang
Berufserfahrung von Ahmed Frikha
3 Jahre und 6 Monate, Juni 2019 - Nov. 2022
PhD Candidate - Machine Intelligence
SIEMENS
- Applied research in deep learning sub-fields involving multiple data sources. - Successful application of the developed methods to multiple image, time-series and tabular datasets. - Implementation of the developed algorithms as reusable packages and filing of 10+ patents and inventions. - Automation of distributed multi-GPU training and hyperparameter tuning on the cloud. - Contribution to customer projects from different business units. - Interview, mentoring and thesis supervision of master students.
5 Monate, Apr. 2022 - Aug. 2022
Visiting Applied Scientist - Machine Learning
Siemens Corporation USA
- Research in meta-learning for physics-informed neural networks to accelerate simulations. - Method: Few-shot physics-informed domain adaptation via meta-operator learning.
8 Monate, Okt. 2018 - Mai 2019
Master Thesis Student - Machine Intelligence
SIEMENS
Title: A Meta-Learning-Based Approach for Few-Shot Anomaly Detection on Highly Unbalanced Datasets (Completed with the highest distinction: 1.0) - Development of an approach to the unexplored class-imbalanced few-shot learning problem - Validation on self-created synthetic time-series datasets and on an industrial dataset of sensor signals recorded during manufacturing
- Investigation of potential uses of new technologies to optimize controlling and finance processes - Implementation of virtual assistants (chatbots) using IBM Watson and Amazon AWS
7 Monate, Apr. 2017 - Okt. 2017
Research Assistant - Individual Mobility Vehicles & Services
TUM CREATE Ltd. Singapore
Term Project: Processing and Generation of Transport Demand Data and Implementation of a Clustered Ride-Sharing Algorithm in an Agent-based Simulation - Big Data (mobility demand data) collection, processing, analysis, generation and visualization - Choice, modification and implementation of a dispatching algorithm to simulate different Ridesharing scenarios in an Autonomous Door-to-Door Mobility-on-Demand System
2 Monate, Feb. 2017 - März 2017
Working student - Industrial Engineering and Operational Excellence department
Knorr-Bremse Systeme für Nutzfahrzeuge GmbH, München
- Research on Industry 4.0 topics with a focus on production (IoT and 3D-Printing) - Improvement of a tool for the product development
9 Monate, Mai 2016 - Jan. 2017
Working student - Sales and systems department
Knorr-Bremse Systeme für Schienenfahrzeuge GmbH, München
- Creation and adjustment of pneumatic circuit diagrams for rail vehicles - Writing and rectifying technical documentation - Contribution to the management of delivery dates and deadlines
8 Monate, Apr. 2016 - Nov. 2016
Bachelor thesis: Multi-Objective Optimization for Commercial Vehicles
Chair of Automotive Technology at TUM in cooperation with MAN Truck & Bus AG
- Concept development of the portfolio planning regarding framework components - Selection of suitable multicriteria optimization algorithms - Implementation of a tool chain in Matlab, Java and an SQL database
3 Monate, Okt. 2015 - Dez. 2015
Internship in the quality management department in the customer center BMW
Kromberg & Schubert GmbH & Co. KG- Development of a tool for the management of customer requirements - Planning and analysis of the integration of traceability into the production plants - Contribution to an internal audit in a production site in Slovakia
3 Monate, Juni 2012 - Aug. 2012
Internship in the manufacturing and maintenance department
Chakira Câbles (cable manufacturer), Tunis
- Manufacturing-related activities: milling, drilling, soldering, welding - Helping with the maintenance of production machines
Ausbildung von Ahmed Frikha
3 Jahre, Juni 2019 - Mai 2022
Computer Science
Ludwig-Maximilians Universität, München
Machine Learning
2 Jahre und 8 Monate, Okt. 2016 - Mai 2019
Mechanical Engineering and Management
Technische Universität München
Computational Intelligence, Real-Time-Systems, Systems Engineering, Modeling and Simulation (final grade: 1.3)
3 Jahre und 2 Monate, Okt. 2013 - Nov. 2016
Mechanical Engineering
Technische Universität München
- Automotive Engineering - Business administration
Sprachen
Arabisch
Muttersprache
Französisch
Muttersprache
Englisch
Fließend
Deutsch
Fließend
Spanisch
Gut