Source of my portfolio website: amramer.github.io
Machine Learning Engineer with an M.Sc. in Visual Computing from Saarland University and experience at DFKI, focused on computer vision, multimodal generative models, data pipelines and MLOps.
| Project | What it is | Links |
|---|---|---|
| Master's thesis: Personality-Aware Non-verbal Behavior Generation | Transformer + VQ-VAE model that generates personality-aware listener avatars in dyadic conversations | Website, Repo |
| Badminton-VisionAI | End-to-end computer vision pipeline that turns match videos into player and shot analytics | Pipeline video, Dashboard video, Repo, Live demo (free tier, about a minute to wake up) |
| AV Sensor DataOps | Versioned, quality-checked data pipeline from raw AV sensor logs to a monitored camera + LiDAR 3D detection API (DVC, Airflow, MLflow, CI/CD) | Repo |
| Semantic Segmentation for Autonomous Vehicles | Multi-class segmentation on BDD100K | Repo |
| 3D Brain Tumor Segmentation (MRI) | Multi-label 3D segmentation of glioma sub-regions with MONAI | Repo |
| Realtime Vision Captioning | Webcam captioning and classification with BLIP and ResNet-50 | Repo |
| AI Conversational Agent (ongoing) | Voice and text assistant with an avatar and web interface |