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RazaAli9/README.md

Hi, I'm Ali Raza 👋

Machine Learning Engineer | Computer Vision & ML Systems

I build practical machine learning systems with a focus on computer vision, deep learning, inference pipelines, APIs, and deployment.

My approach is to take ML projects beyond experimentation: from model integration and evaluation to post-processing, API serving, optimization, and deployment.


🚀 Featured Project

BiRefNet-based background removal with custom structural foreground analysis, adaptive alpha refinement, and fine-detail processing.

Highlights

  • Pretrained BiRefNet foreground segmentation
  • Soft-mask preservation
  • Image-aware mask refinement
  • Structural foreground analysis
  • Adaptive alpha refinement
  • Hair and fine-detail processing
  • FastAPI inference API
  • Gradio interface
  • Hugging Face Spaces / ZeroGPU deployment

Live Demo: Hugging Face Space


🧠 What I Work With

Machine Learning & Deep Learning
Python · PyTorch · Torchvision · NumPy · Pandas

Computer Vision
OpenCV · Image Segmentation · Object Detection · Landmark Detection · Image Processing

ML Engineering & Deployment
FastAPI · Gradio · Hugging Face Spaces · ZeroGPU · ONNX · REST APIs · Model Inference

Speech, NLP & Automation
Whisper · spaCy · pyttsx3 · SQLite · APScheduler · Playwright

Development Tools
Git · GitHub · Docker · VS Code · Google Cloud


🔧 Engineering Interests

  • Computer Vision
  • Deep Learning
  • ML Inference & Optimization
  • Model Deployment
  • Multimodal AI
  • Generative AI
  • MLOps
  • AI Agents

📌 Current Focus

  • Building production-oriented ML systems
  • Improving model inference and deployment workflows
  • Developing a 3D eyewear virtual try-on system

🎓 Background

  • BS Computer Science — The Islamia University of Bahawalpur (2025)
  • Practical experience across computer vision, speech/NLP, automation, and ML deployment
  • Professional training in Machine Learning & Deep Learning
  • Applied ML engineering experience through internship work on computer vision systems

🌐 Connect


From model to production — building practical machine learning systems end to end.

Pinned Loading

  1. ai-background-removal-system ai-background-removal-system Public

    BiRefNet-based AI background removal system with custom mask, structural, alpha, and fine-detail refinement. FastAPI + Gradio deployment.

    Python