Machine Learning Engineer

Hi,

I am Leon, a Machine Learning Engineer living and working in Calgary, CA. I am 30 years old and have been playing around and building things with tech for almost two decades.

Currently working on paigeant, a no-headache framework to deploy dynamic workflows with Pydantic AI agents at scale without compromising on safety, observability, and reliability.

Over the last 5 years I worked as an ML Engineer with

• an international food delivery company building an ML platform for their logistics pillar
• an AI startup applying Data Science in the logistics domain
• an online marketing agency to kickstart their Data Science journey

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I lead the development of a core for a SaaS to helping customers find the right leads at the right time.
The core consisted of a recommendation engine, matching our customers with the right companies.

My work is split between\
🤗 &nbsp;Building the recommendation engine around a BERT language model\
🎁 &nbsp;Wrapping everything in APIs and containers\
🚀 &nbsp;Pushing the codebase for the SaaS to production in the cloud\
🚧 &nbsp;Maintaining the infrastructure and integrations with additional modules

Working in a product focused environment pushed my excitement for software infrastructure and cloud deployments to support heavy ML workloads!
That's why I am focused on\
🚢 &nbsp;Shipping models as early and as stable as possible\
🧠 &nbsp;Optimizing model design for fast and efficient inference\
🚨 &nbsp;Having an eye on changing parameters and performances of a live model\
🚧 &nbsp;Building and Maintaining infrastructure\
💡 &nbsp;Integrating services like message broker and pod scaling cleverly in the applications design\
💾 &nbsp;Using SQL-DBs, NoSQL-DBs and unstructured data storages appropriately and dynamically with ML models
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