Work With Me

Author

Alex Kelly

Published

December 20, 2024

Alex Kelly

Work With Me

AI/ML Solutions That Actually Work in the Real World

I bring a unique perspective to AI/ML projects - someone who has successfully implemented cutting-edge technology in real-world, high-stakes environments. My background in manufacturing gives me deep experience with complex systems, data pipelines, and practical constraints that many AI practitioners haven’t encountered. This translates to building robust, production-ready solutions across any industry.

Interested in working together? Get in touch to discuss availability.

Let’s start the conversation.

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What I Do

I specialize in bridging the gap between AI theory and practical implementation. My experience includes:

  • AI/ML Implementation & Consulting - From proof-of-concept to production-ready solutions
  • Data Science Projects - Extracting actionable insights from complex datasets
  • IoT Integration & Smart Systems - Connecting physical and digital worlds
  • Technical Leadership & Mentoring - Guiding teams through AI adoption
  • Custom AI Applications - Building tailored solutions for unique business needs

My Approach

Real-World First: I start with your business problem, not the technology. Every AI solution I build is designed to work in actual operating conditions, not just in labs.

Production-Ready: My manufacturing background means I understand reliability, scalability, and maintainability. I build systems that work 24/7, not just demos.

Practical Innovation: I leverage cutting-edge tools like modern web technologies, latest LLMs, and modern MLOps practices, but always with an eye on practical implementation.

End-to-End Solutions: From data collection and preprocessing to model deployment and monitoring, I handle the complete pipeline.

Experience Highlights

Recent Projects

Revenue-Ready AI Applications - Built a complete AI-powered web application with payment processing, user authentication, and real-time image generation.

Industrial IoT Implementation - Deployed comprehensive IoT monitoring systems in manufacturing environments, including LoRaWAN networks, real-time dashboards, and predictive maintenance systems.

Open-Source Robotics - Working with cutting-edge robotics platforms, implementing AI-driven control systems for physical automation tasks.

Technical Expertise

  • AI/ML Frameworks: PyTorch, FastAI, Jupyter Notebooks, Computer Vision, LLMs, MLOps
  • Data Stack: Python, Pandas, Apache Arrow, InfluxDB, Grafana, SQL
  • Web Technologies: FastHTML, HTMX, JavaScript, Payment Systems Integration
  • IoT & Hardware: Raspberry Pi, Arduino, LoRaWAN, Industrial Sensors
  • Cloud & Infrastructure: Railway, Stripe, Various hosting platforms, Azure

Industry Experience

While my background includes deep manufacturing experience, I’ve successfully applied AI/ML across diverse sectors:

  • Manufacturing & Industrial - Predictive maintenance, quality control, process optimization
  • Web Applications - AI-powered features, payment systems, user experiences
  • Education & Training - AI tutoring systems, learning platforms
  • Research & Development - Exploring emerging AI capabilities and applications

What Makes Me Different

Proven Track Record: I’ve successfully deployed AI systems in challenging industrial environments where downtime costs thousands per hour.

Full-Stack Perspective: I understand the entire technology stack, from sensors and data collection to user interfaces and business metrics.

Rapid Implementation: I leverage modern tools and pre-trained models to deliver solutions quickly, but with the reliability of someone who’s worked in critical systems.

Clear Communication: I translate complex AI concepts into business terms and help teams understand both opportunities and limitations.

Let’s Connect

Looking for someone who can bridge the gap between AI theory and practical implementation?

I’m currently available for new work and would love to discuss how AI can solve your specific challenges. Whether you need help with:

  • Implementing AI features in existing products
  • Building custom ML models for your data
  • Integrating AI with physical systems
  • Mentoring teams on AI adoption
  • Solving complex data science problems

Want to see more of my work? Check out my blog posts where I share insights on AI, manufacturing, and practical technology implementation.