Machine Learning Engineer

lead, full-stack AIML & Python Engineer

You will lead the end-to-end development of an intelligent virtual fitting solution that takes user video as input, reconstructs accurate body mannequins (including full measurements and circumferences), applies designed garments, and presents them in different poses and scenes — with seamless integration into AR platforms.

What You’ll Own

• 3D Avatar Reconstruction from Video

• Use computer vision to analyze user-submitted video and generate a realistic, scalable 3D mannequin
• Extract full body measurements (height, waist, bust, hips, arms, legs, etc.) and body ratios
• Handle diverse body types, poses, and camera angles with high precision

• Dress Simulation & Virtual Fitting

• Overlay user-customized digital outfits onto the mannequin in a real-time virtual fitting environment
• Simulate clothing physics, fabric behavior, and natural body movement
• Render the dressed mannequin in multiple poses and animations

• AI/ML Pipeline Development

• Develop and train models for pose estimation, segmentation, measurement prediction, and 3D mesh generation
• Optimize for both speed and accuracy using lightweight, scalable ML models
• Automate personalization using inferred features like gender, fit preferences, and style

• AR Integration

• Enable viewing of the dressed mannequin in real-world spaces using ARKit, ARCore, or WebAR
• Work with frontend team (or use existing WebAR solutions) to integrate AR visualizations

• Deployment & Ownership

• Build robust backend in Python (FastAPI/Flask) for mannequin generation services
• Maintain model performance, data pipelines, and API readiness for integration into our fashion platform
• Own testing, optimization, documentation, and user input quality management

Who You Are

• 5+ years of experience in Python development with a focus on AI/ML and computer vision
• Proven experience building

  3D avatar or mannequin generation systems

  from 2D data or videos
• Deep knowledge of

  pose estimation, segmentation, photogrammetry, and 3D mesh reconstruction

• Experience with tools like

  MediaPipe, OpenPose, OpenCV, PyTorch, TensorFlow, or Detectron2

• Familiarity with

  3D engines or rendering frameworks

  like Blender (Python scripting), Unity, or Three.js
• Exposure to

  AR technologies

  like ARKit, ARCore, or WebXR
• Strong understanding of garment simulation, virtual fitting, or clothing try-on techniques
• Ability to work independently, manage deliverables end-to-end, and collaborate with product/design remotely
• Experience integrating with WebGL/Three.js or Unity3D

Nice-to-Have

• Background in fashion tech or body scanning applications
• Passion for personalized fashion experiences and human-centric AI
• Prior work in real-time avatar animation, retargeting, or NeRFs (bonus)

Interested can submit there resumes to careers@onliestworld.com