Amr Amer - Machine Learning Engineer

Q: Where is Amr based?

Amr is based in Saarbrücken, Germany .

Q: What languages does Amr speak?

Amr speaks the following languages: Arabic (Native), English (Advanced), German (Intermediate) .

Q: How many years of experience does Amr have?

Amr has at least 9 years of experience. During this time, Amr has worked in at least 3 different roles and for 3 different companies . The average length of individual experience is 3 years and 10 months . Note that Amr may not have shared all experience and actually has more experience.

Q: What is Amr's latest experience?

Amr's most recent position is Machine Learning Engineer at German Research Center for Artificial Intelligence (DFKI) .

Q: What companies has Amr worked for in recent years?

In recent years, Amr has worked for German Research Center for Artificial Intelligence (DFKI) .

Q: Which industries is Amr most experienced in?

Amr is most experienced in industries like Education , Professional Services , and Aerospace and Defense . Amr also has some experience in Government and Administration and Information Technology .

Q: Which business areas is Amr most experienced in?

Amr is most experienced in business areas like Information Technology and Research and Development .

Q: Which industries has Amr worked in recently?

Amr has recently worked in industries like Education and Professional Services .

Q: Which business areas has Amr worked in recently?

Amr has recently worked in business areas like Information Technology and Research and Development .

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Saarbrücken, Germany

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Experience

Sep 2021 - Dec 2025

4 years 4 months

Saarbrücken, Germany

Machine Learning Engineer

German Research Center for Artificial Intelligence (DFKI)

Developed end-to-end reproducible ML pipelines (PyTorch) with data versioning (DVC), experiment tracking (MLflow), automated testing (PyTest), and CI/CD across all training workflows.
Scaled Vision Transformer and CNN training across NVIDIA A100 GPU clusters (CUDA, DDP, SLURM); applied hyperparameter optimization (W&B Sweeps) to reduce training overhead and identify optimal configurations.
Developed a real-time 3D human motion generation system (ViT, VQ-VAE, SMPL-X/PIXIE) for personality-conditioned avatar synthesis; achieved state-of-the-art FID = 6.15 and P-FID = 10.31 on the UDIVA benchmark.
Validated model expressiveness through structured user studies, achieving 86% accuracy in distinguishing extroverted vs. introverted avatar behaviors.
Optimized inference pipelines by deploying PyTorch models via TensorRT and ONNX Runtime into native C++ code; benchmarked performance.

Oct 2016 - Aug 2020

3 years 11 months

Jeddah, Saudi Arabia

Software Developer (Backend & Data Systems)

General Authority of Civil Aviation (GACA)

Developed secure backend web services using Java and scaled enterprise data integrations across high-volume aviation systems using Oracle SOA Suite.
Optimized relational database schemas and authored PL/SQL stored procedures to accelerate data throughput for large-scale operational workloads.
Refactored legacy code into modular, object-oriented architectures to improve system maintainability.

Apr 2016 - Sep 2016

6 months

Alexandria, Egypt

Software Engineering Intern

Ejada Systems

Developed and tested enterprise J2EE software components to support scalable backend applications.
Built and optimized SQL queries and database modules to ensure efficient data access.

Industry Experience

See where this freelancer has spent most of their professional time.

Experienced in Education, Professional Services, Aerospace and Defense, Government and Administration, and Information Technology.

Education

Professional Services

Aerospace and Defense

Government and Administration

Information Technology

Business Area Experience

See which departments and functions this freelancer has contributed to most.

Experienced in Information Technology and Research and Development.

Information Technology

Research and Development

Summary

Machine Learning Engineer specializing in Computer Vision and Deep Learning, with an M.Sc. in Visual Computing from Saarland University. Proven track record delivering production-ready ML systems from distributed GPU training and multimodal generative models to high-performance C++ inference and end-to-end deployment.

Skills

Programming Languages

Python
Java
C++ (14/17/20/23)
Cuda
Sql
Bash

C++ Core Language

Oop (Inheritance, Polymorphism, Encapsulation)
Raii & Smart Pointers (Unique Ptr, Shared Ptr, Weak Ptr)
Move Semantics & Perfect Forwarding
Templates & Generic Programming
Stl (Algorithms, Iterators, Map, Set, Unordered Map, Priority Queue)
Concurrency (Std::Thread, Mutex, Std::Async)
Modern C++ (Lambdas, Constexpr, Auto, Range-Based Loops)

Machine Learning

Pytorch
Tensorflow
Scikit-Learn
Monai (Medical Imaging)
Hugging Face Transformers
Fastai

Computer Vision

Opencv
Yolo (V8/V10)
Detr
Sam
Bytetrack
Deepsort
Tracknet
Homography & Camera Calibration
Instance & Semantic Segmentation
3d Human Mesh Recovery
Smpl-X
Pixie

Deep Learning/Ml Architectures

Cnns (Resnet, Efficientnet, Vgg)
U-Net
Gans (Conditional, Cyclegan)
Diffusion Models
Vision Transformers (Vit, Swin, Deit)
Autoencoders (Vae, Vq-Vae)
Detection Transformers (Detr, Rt-Detr)

Mlops & Experimentation

Mlflow
Weights & Biases
Tensorboard
Optuna
Experiment Tracking
Model Versioning
Reproducible Pipelines

Deployment & Infrastructure

Docker
Kubernetes
Fastapi
Onnx Runtime
Tensorrt
Aws (Ec2, S3, Ecr)
Multi-Gpu Training (Ddp)
Slurm

Software Engineering

Git
Github
Ci/Cd
Scrum
Rest Apis
Pytest
Performance Profiling
Linux

Languages

Arabic

Native

English

Advanced

German

Intermediate

Education

Oct 2020 - Apr 2024

Saarland University

Master of Science · Visual Computing · Saarbrücken, Germany · 1.9

Sep 2011 - Feb 2016

Arab Academy for Science and Technology

Bachelor of Engineering · Computer Engineering · Egypt · 3.2/4.0

Statistics

Experience

Total positions 3

Experience in Education 4.5 y

Avg length 2 y 10 m

Longest experience 4 y 3 m

Global Experience

Countries worked in 3 (Germany, Saudi Arabia, Egypt)

Primary country Germany

Expertise

Recent roles Machine Learning Engineer, Software Developer (Backend & Data Systems), Software Engineering Intern

Main industries Education, Professional Services, Aerospace and Defense

Main business areas Information Technology, Research and Development

Qualifications

Highest degree Master

Profile

Created

June 2026

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Frequently asked questions

Have questions? Find more information here.

Where is Amr based?

Amr is based in Saarbrücken, Germany.

What languages does Amr speak?

Amr speaks the following languages: Arabic (Native), English (Advanced), German (Intermediate).

How many years of experience does Amr have?

Amr has at least 9 years of experience. During this time, Amr has worked in at least 3 different roles and for 3 different companies. The average length of individual experience is 3 years and 10 months. Note that Amr may not have shared all experience and actually has more experience.

What roles would Amr be best suited for?

Based on recent experience, Amr would be well-suited for roles such as: Machine Learning Engineer, Software Developer (Backend & Data Systems), Software Engineering Intern.

What is Amr's latest experience?

Amr's most recent position is Machine Learning Engineer at German Research Center for Artificial Intelligence (DFKI).

What companies has Amr worked for in recent years?

In recent years, Amr has worked for German Research Center for Artificial Intelligence (DFKI).

Which industries is Amr most experienced in?

Amr is most experienced in industries like Education, Professional Services, and Aerospace and Defense. Amr also has some experience in Government and Administration and Information Technology.

Which business areas is Amr most experienced in?

Amr is most experienced in business areas like Information Technology and Research and Development.

Which industries has Amr worked in recently?

Amr has recently worked in industries like Education and Professional Services.

Which business areas has Amr worked in recently?

Amr has recently worked in business areas like Information Technology and Research and Development.

What is Amr's education?

Amr holds a Master in Visual Computing from Saarland University and a Bachelor in Computer Engineering from Arab Academy for Science and Technology.