ML Engineer- 3D Graphics

6 years

0 Lacs

Posted:6 days ago| Platform: GlassDoor logo

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Job Description

Job Title: Machine Learning Engineer – 3D Graphics

Location: Visakhapatnam, UAE
Experience: 6+years
Job Type: Full-Time

Role:
We are seeking a highly skilled and innovative Machine Learning Engineer with 3D Graphics expertise. In this role, you will be responsible for developing and optimizing 3D mannequin models using machine learning algorithms, computer vision techniques, and 3D rendering tools. You will collaborate with backend developers, data scientists, and UI/UX designers to create realistic, scalable, and interactive 3D visualization modules that enhance the user experience.

Key Responsibilities:

3D Mannequin Model Development:

  • Design and develop 3D mannequin models using ML-based body shape estimation.
  • Implement pose estimation, texture mapping, and deformation models.
  • Use ML algorithms to adjust measurements for accurate sizing and fit.

Machine Learning & Computer Vision:

  • Develop and fine-tune ML models for body shape recognition, segmentation, and fitting.
  • Implement pose detection algorithms using TensorFlow, PyTorch, or OpenCV.
  • Use GANs or CNNs for realistic 3D texture generation.

3D Graphics & Visualization:

  • Create interactive 3D rendering pipelines using Three.js, Babylon.js, or Unity.
  • Optimize mesh processing, lighting, and shading for real-time rendering.
  • Use GPU-accelerated techniques for rendering efficiency.

Model Optimization & Performance:

  • Optimize inference pipelines for faster real-time rendering.
  • Implement multi-threading and parallel processing for high performance.
  • Utilize cloud infrastructure (AWS/GCP) for distributed model training and inference.

Collaboration & Documentation:

  • Collaborate with UI/UX designers for seamless integration of 3D models into web and mobile apps.
  • Maintain detailed documentation for model architecture, training processes, and rendering techniques.

Key Skills & Qualifications:

Experience:

  • 5+ years in Machine Learning, Computer Vision, and 3D Graphics Development.

Technical Skills:

  • Proficiency in Django, Python, TensorFlow, PyTorch, and OpenCV.
  • Strong expertise in 3D rendering frameworks: Three.js, Babylon.js, or Unity.
  • Experience with 3D model formats (GLTF, OBJ, FBX).
  • Familiarity with Mesh Recovery, PyMAF, and SMPL models.

ML & Data Skills:

  • Hands-on experience with GANs, CNNs, and RNNs for texture and pattern generation.
  • Experience with 3D pose estimation and body measurement algorithms.

Cloud & Infrastructure:

  • Experience with AWS (SageMaker, Lambda) or GCP (Vertex AI, Cloud Run).
  • Knowledge of Docker and Kubernetes for model deployment.

Graphics & Visualization:

  • Knowledge of 3D rendering engines with shader programming.
  • Experience in optimization techniques for rendering large 3D models.

Soft Skills:

  • Strong problem-solving skills and attention to detail.
  • Excellent collaboration and communication skills.

Interested candidates can send their updated resume to: careers@onliestworld.com

Job Type: Full-time

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