AI & Machine Learning Experience

I have extensive experience in implementing and deploying AI/ML solutions in production environments. My expertise includes:

Large Language Models

• Implemented Llama.cpp with Docker/Kubernetes integration
• Worked with various models including Llama, Llava, and Mistral
• Optimized model deployment for production environments

RAG Systems

• Developed Retrieval-Augmented Generation systems using ElasticSearch Vector DB
• Implemented efficient document indexing and retrieval systems
• Created custom vector search solutions for specific use cases

Custom Solutions

• Developed specialized JSON grammar for structured outputs
• Built robust retry mechanisms for AI model interactions
• Implemented fallback strategies for model failures

Tools & Technologies

• Docker & Kubernetes for AI deployment
• ElasticSearch Vector DB
• Llama.cpp and related technologies
• Custom grammar implementations