AI Consulting Expertise

Core Competencies

Large Language Models (LLMs)

  • Deep understanding of transformer-based architectures.
  • Proficient in prompt engineering and fine-tuning strategies.
  • Hands-on experience with models like GPT-4.0, Claude, and Llama.

Retrieval-Augmented Generation (RAG)

  • Implementing RAG pipelines to enhance AI model accuracy and relevance.
  • Experience with data chunking strategies and optimizing text embeddings for performance.
  • Building scalable knowledge retrieval systems using vector databases.

Vector Databases and Text Embeddings

  • Skilled in working with vector databases, including:
    • Supabase
    • Pinecone
    • Weaviate
    • Chroma
  • Developing efficient storage and retrieval systems for AI-enhanced applications.

AI Agents and Automation

  • Creating autonomous AI agents for workflows and data processing.
  • Leveraging tools like LangChain and Auto-GPT.
  • Integrating agents with APIs and databases to build intelligent systems.

AI in Software and Hardware Integration

  • Designing systems that combine AI-driven software with embedded hardware.
  • Using AI for edge computing solutions, including Particle Argon and Arduino.
  • Developing smart devices for applications like IoT, smart home systems, and industrial monitoring.

API Development

  • Building and deploying AI-powered APIs using frameworks like FastAPI and Flask.
  • Ensuring scalable and secure API integrations for enterprise-level systems.

AI Education and Training

  • Instructor at Northwestern University’s Center for Talent Development teaching advanced AI topics.
  • Delivered hands-on AI labs covering:
    • LLMs and their practical use cases.
    • API development for AI integration.
    • Capstone projects combining AI, IoT, and embedded systems.

Consulting Services

I offer consulting services tailored to:

  • Building AI-driven applications for businesses.
  • Optimizing existing workflows with AI agents and automation.
  • Designing AI-powered IoT devices and embedded systems.
  • Providing AI training and workshops for teams and organizations.