Machine Learning Engineer

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About the Company:

Onliest is a fast-growing fashion-tech startup headquartered in the USA with strategic presence in Dubai’s DMCC AI Innovation Hub, India, and upcoming production facilities in Sharjah and India. We are on a mission to become the world’s only and most exclusive premium brand—where fashion meets artificial intelligence and immersive technology.

Our platform redefines how people experience clothing through personalized 3D design, AR-based virtual try-ons, and AI-powered avatars.

Your Role:

We’re hiring a lead, full-stack AIML Engineer to independently build and deliver a complete 3D mannequin system powered by AI and computer vision.

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

o Use computer vision to analyze user-submitted video and generate a realistic, scalable 3D mannequin

o Extract full body measurements (height, waist, bust, hips, arms, legs, etc.) and body ratios

o Handle diverse body types, poses, and camera angles with high precision

· Dress Simulation & Virtual Fitting

o Overlay user-customized digital outfits onto the mannequin in a real-time virtual fitting environment

o Simulate clothing physics, fabric behavior, and natural body movement

o Render the dressed mannequin in multiple poses and animations

· AI/ML Pipeline Development

o Develop and train models for pose estimation, segmentation, measurement prediction, and 3D mesh generation

o Optimize for both speed and accuracy using lightweight, scalable ML models

o Automate personalization using inferred features like gender, fit preferences, and style

· AR Integration

o Enable viewing of the dressed mannequin in real-world spaces using ARKit, ARCore, or WebAR

o Work with frontend team (or use existing WebAR solutions) to integrate AR visualizations

· Deployment & Ownership

o Build robust backend in Python (FastAPI/Flask) for mannequin generation services

o Maintain model performance, data pipelines, and API readiness for integration into our fashion platform

o Own testing, optimization, documentation, and user input quality management

Who You Are

· 4+ 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

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)

careers@onliestworld.com

Application - ML Engineer

Note:

Freshers are requested not to apply as this is a position which requires prior experience