Machine Learning Engineer
5 hours ago
Company Description
DCube Tech is a digital technology solutions and services company specializing in delivering mission-critical computer vision products and custom solutions to global clients, with a primary focus on the North American market. We employ an agile product development process, leveraging proprietary and open-source AI and computer vision technologies to address business challenges. Headquartered in Islamabad, Pakistan, with additional team locations in Germany and the United States, DCube provides a cost-effective alternative to traditional onshore engagements. Our clients include Fortune 1000 companies such as Pitney Bowes and Staples, spanning markets in Australia, Canada, Germany, and the United Kingdom. We emphasize best-in-class resource hiring, performance management, communication efficiency, and delivery excellence.
Responsibilities
- Research, train, and evaluate state-of-the-art ML architectures for NLP, OCR, and Computer Vision (experience with multimodal transformers is a plus).
- Build and fine-tune vision models, including YOLO and other lightweight CV architectures.
- Design and apply appropriate evaluation metrics for ML models.
- Monitor, maintain, and QA deployed ML systems.
- Write optimized, SOLID, and test-driven Python code for production.
- Manage code with Git/GitLab and track data/models with DVC.
- Deploy ML models as inference microservices (HTTP APIs).
- Collaborate on backend integration using FastAPI or Flask.
- Work with Celery and Redis for task orchestration.
- (Preferred) Familiarity with Google Cloud Platform (GCP).
- Experience with LLMs, VLMs, prompt engineering, and AI agents.
Requirements
- 2+ years of professional experience in Machine Learning/AI.
- Strong Python programming skills with production-level experience.
- Hands-on experience with deep learning frameworks (PyTorch/TensorFlow).
- Knowledge of Hugging Face Transformers.
- Experience with vision models (e.g., YOLO, other CV models).
- Comfortable working in Linux/bash environments.
- Experience with Docker and model serving (TorchServe or similar).
- Familiarity with cloud platforms (GCP, AWS, or Azure) is a plus.
Key Skills
- Languages/Tools:
Python, Git/GitLab, Linux/Bash, Docker, DVC
- Frameworks/Libraries:
PyTorch, TensorFlow, Hugging Face Transformers
- Computer Vision:
YOLO, simple vision models, OCR pipelines
- Model Serving:
TorchServe, FastAPI, Flask
- Workflow/Orchestration:
Celery, Redis
- Specialized Areas:
LLMs, VLMs, AI agents, Prompt Engineering
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