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Adel Al-Kazzaz

@adelal-kazzaz

Machine Learning Engineer at Freelancer, optimizing model training and GPU inference pipelines with PyTorch, Docker, and MLflow.

Egypt

Message

What I'm looking for

I'm eager to use my machine learning skills to contribute to innovative cloud computing products.

At Freelancer, I optimize image resolution and tune hyperparameters to reduce training time and improve validation loss. I also configure Docker containers on Linux for training and inference, and export models to TorchScript and ONNX for GPU inference.

On projects, I developed a YOLOv11n object detection system for autonomous vehicles that achieved 92.4% mAP and 196 FPS on the Kitti dataset. I also developed Easy Deploy, which automates application deployment from GitHub repositories to AWS infrastructure, and a brain tumor classification model using a custom ResNet152V2.

Experience

Work history, roles, and key accomplishments

Current

Machine Learning Engineer

Current

Freelancer

Aug 2025 - Present (1 year 2 months)

Optimized image resolution and tuned hyperparameters including AdamW optimizer and cosine learning-rate schedule through systematic grid search, reducing training time and improving validation loss. Configured Docker containers on Linux with Bash scripts to allocate GPU and CPU resources, streamlining large-scale training and inference pipelines.