Atlanta • Google Cloud • RuggedX

Applied AI, cloud strategy, and Algorithmic Trading with a sharper edge.

I’m Paul Kamau, a Technical Account Manager at specializing in AI and ML, and the founder of RuggedX, an AI-first startup based in Atlanta.

View Resume Explore RuggedX

Industry certifications across Google Cloud, AWS, and GenAI.

Practical focus on machine learning systems, architecture, and delivery.

Selected certifications

Google Professional Machine Learning Engineer Google Professional Data Engineer Google Professional Cloud Architect AWS Solutions Architect Associate Generative AI Leader

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Algorithmic AI

Founder, RuggedX

Things I've Published

Blog: Can You Actually Use LLMs in Trading? Mapping AI to the Full Trade Lifecycle

Understand how to apply LLMs in trading — not to predict prices, but to bring reasoning, context, and conviction into deterministic algorithmic systems.

Published: October 2025

Discover what it truly means to use LLMs in trading — not to predict prices

🧠 How to use a logistic classification model to predict arrests on Chicago Crime data using BigQueryML
Published: jan 22nd 2023

🧠 How to use multi-class logistic classification model to predict which district a crime is likely to occur using Chicago Crime data in BigQueryML
Published: jan 23nd 2023

🧠 How to use a logistic classification model to to predict the outstanding debt value for a country given certain factors based on the World Bank International Debt Dataset.
Published: jan 22nd 2023

🧠 How to use a linear regression model to predict the average Total alcohol consumption per capita (SH_ALC_PCAP_LI) using BigQuery ML
Published: jan 22nd 2023

🧠 How to use a linear_regression model to predict taxi fare using Chicago Taxi Dataset in BigQuery ML
Published: jan 22nd 2023

Introduction to Algorithmic Trading. A Beginner's Guide.
Published: Oct 20th 2025

📝 Agentic AI Vs AI Workflows: Understanding the Future of Automation
Published: Jan 26th 2025

📝 Prompt Management 101: Full guide for AI Engineers
Published: Jan 26th 2025

📝 7 things to do after passing the Google Machine Learning Certification Exam
Published: Oct 9th 2022

📝 6 things you need to do if you’ve failed the Google Machine Learning Certification Exam
Published: Oct 9th 2022

📝 Terraform: Creating multiple S3 buckets with a single resource
Published: Jan 10th 2020

📝 Deploying fast, serverless sites with AWS S3 and bitbucket.
Published: Jan 21st 2019

📝 Leveraging AI as a Service for Image Filters with Laravel
Published: Aug 30th 2018

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