Personal Portfolio — Amr Amer

This repository hosts my personal portfolio website:

🌐 https://amramer.github.io

The site presents selected work as a Machine Learning Engineer with a focus on Computer Vision and Multimodal Generative Models.

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Overview

• Master’s Thesis: Personality-aware non-verbal behavior generation (Transformer + VQ-VAE)
• Computer Vision Projects:
  • Badminton-VisionAI: AI match analytics from video
  • Autonomous Driving: Semantic segmentation for urban street scenes
  • Medical Imaging: 3D brain tumor segmentation (MRI)
• End-to-End ML Systems: Training, evaluation, optimization, and visualization pipelines
• Applied Demos: Interactive applications for model analysis and presentation

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Projects

🎓 Master’s Thesis

Personality-Aware Non-verbal Behavior Generation

• Generative model for realistic listener avatars in dyadic conversations
• Thesis Demo Website
• GitHub Repository

🏸 Badminton-VisionAI

AI Match Analytics from Video

• End-to-end computer vision pipeline for badminton match analysis
• Live Demo
• GitHub Repository

🚗 Autonomous Driving

Semantic Segmentation for Autonomous Vehicles

• Multi-class semantic segmentation using BDD100K dataset
• GitHub Repository

🩺 Medical Imaging

3D Brain Tumor Segmentation (MRI)

• Multi-label 3D segmentation of glioma sub-regions
• GitHub Repository

🎙️ Vision–Language Models

Realtime Vision Captioning

• Webcam-based image captioning and classification
• GitHub Repository

🧠 Conversational AI (Ongoing)

AI Conversational Agent with Voice and Web Interface

• Real-time voice/text interaction with a conversational avatar
• Status: 🚧 Ongoing

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🧠 Tech Stack

Area	Skills & Tools
Computer Vision Tasks	Object Detection · Segmentation · Tracking · Video Motion Analysis · Digital Avatar Generation
Models & Frameworks	PyTorch · Tensorflow · OpenCV · YOLO · SAM · CNNs · Vision Transformers (ViT) · TrackNet · Supervision
Training & Evaluation	Transfer Learning · Fine-tuning · Loss Design · Metric Selection · Hyperparameter Optimization · Multi-GPU Training (CUDA)
Data & Experimentation	Dataset Preparation · Data Augmentation · Efficient Data Loading · Weights & Biases · TensorBoard · Ablation Studies
Deployment & Inference	Docker · GPU Inference Pipelines · Batch & Real-time Inference · AWS (EC2 GPU) · Streamlit (Demos)
Compute & Infrastructure	SLURM (HPC) · GPU Job Scheduling · Multi-node Training · Large-scale GPU Experiments
Software Engineering Foundations	Python · C++. Object-Oriented Design · Version Control (Git) · Debugging · Logging · Unit Testing

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Links

• 🌐 Portfolio: https://amramer.github.io
• 💼 LinkedIn: https://www.linkedin.com/in/amr-amer-2023-cs/
• 🧑‍💻 GitHub: https://github.com/amramer