SLM Engineer
Kforce has a client in NYC that is seeking an SLM Engineer who will be designing, fine-tuning, and deploying small to mid-sized language models (SLMs) using AWS Bedrock. This role is centered on hands-on model customization, optimization, and production integration within an AWS-native environment. Ideal Candidate Profile:
- Background: ML Engineer, AI Engineer, or Software Engineer focused on GenAI applications
- Strengths: Fine-tuning, Bedrock implementation, and production deployment
- Languages: Python required
- Environment: AWS-first, strong familiarity with Bedrock and cloud-native AI patterns
- Mindset: Builder focused on delivering usable, scalable AI solutions
- Successfully deploys Bedrock-powered models into production environments
- Fine-tunes and optimizes models for domain-specific accuracy and performance
- Improves response quality, latency, and cost efficiency over time
- Integrates AI capabilities seamlessly into real-world applications
- Optimize models for latency, cost, and performance in real-world environments
- Run experiments and iterate based on measurable improvements
- Build and deploy APIs to serve models in production
- Integrate Bedrock-powered models into applications and enterprise systems
- Develop pipelines for training, evaluation, and deployment workflows
- Partner with application and data teams to embed AI into business processes
- Strong hands-on experience with AWS Bedrock for building and deploying generative AI solutions
- Experience working with foundation models available through Bedrock (Anthropic, Meta, etc.)
- Ability to configure, customize, and optimize models within Bedrock for specific use cases
- Familiarity with broader AWS ecosystem: SageMaker, S3, Lambda, ECS/EKS
- Experience deploying scalable, production-ready AI services in AWS
- Practical experience working with language models and transformer-based architectures
- Experience adapting models for domain-specific use cases such as summarization, Q&A, or classification
- Strong understanding of how to evaluate and improve model outputs
- Familiarity with prompt engineering and instruction tuning techniques
- Hands-on experience with fine-tuning models using Python-based frameworks (Hugging Face, PyTorch, etc.)
- Experience with parameter-efficient fine-tuning techniques: LoRA, PEFT, adapters
- Ability to prepare and manage training datasets including cleaning and labeling
- Experience with ML lifecycle management: Model versioning, monitoring, retraining workflows
- Experience with CI/CD pipelines for ML and AI workloads
- Familiarity with containerization (Docker) and deployment in ECS/EKS
- Understanding of GPU and accelerated compute environments
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