
AI Infrastructure Specialist
4 days ago
We're seeking an experienced AI systems architect to lead the development and deployment of large-scale AI solutions that meet business needs.
Key Responsibilities:
- Design, develop, and deploy end-to-end AI systems using large language models and generative AI technologies.
- Create scalable, production-ready AI applications that meet performance requirements.
- Evaluate and integrate LLM APIs from leading providers.
- Establish best practices for prompt engineering, model selection, and AI system optimization.
- Fine-tune open-source models for specific business use cases.
- Implement custom training pipelines and evaluation frameworks.
- Optimize model performance, latency, and cost for production environments.
- Stay current with the latest model architectures and fine-tuning techniques.
- Deploy and manage AI models at enterprise scale using containerization and orchestration.
- Build robust, scalable APIs using FastAPI and similar frameworks.
- Design and implement MLOps pipelines for model versioning, monitoring, and continuous deployment.
Besides these responsibilities, the ideal candidate should possess a strong understanding of transformer architectures, attention mechanisms, and modern NLP techniques.
Required Qualifications:
- 7+ years of experience in machine learning engineering or data science.
- Proven track record of delivering large-scale ML solutions.
- Expert-level proficiency with LLM APIs.
- Hands-on experience fine-tuning transformer models.
- Strong proficiency in FastAPI, Docker, and Kubernetes.
- Experience with ML frameworks (PyTorch, TensorFlow, Hugging Face Transformers).
- Proficiency in Python and modern software development practices.
- Experience with cloud platforms (AWS, GCP, or Azure) and their AI/ML services.
Core Competencies:
- Ability to translate complex business requirements into technical solutions.
- Strong problem-solving skills and architectural thinking.
Preferred Qualifications:
- Experience with vector databases and retrieval-augmented generation systems.
- Knowledge of distributed training and model parallelization techniques.
- Experience with model quantization and optimization for edge deployment.
- Familiarity with AI safety, alignment, and responsible AI practices.
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