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Billy Gareth

Billy Gareth

Implementation Engineer III at Sama

Alibaba Global Initiatives x Africa Business Heroes

Kenya

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Hi, I'm Billy Gareth!

Implementation Engineer III at Sama

Results-driven AI/ML Engineer and Technical Leader with over 4 years of commercial experience designing, building, and deploying production-grade machine learning models, Generative AI applications, and robust MLOps pipelines. Expert in constructing agentic workflows using LangChain and LangGraph, engineering high performance RAG pipelines, and optimizing vector database architectures. Proven track record of scaling enterprise data systems to 50B+ data points and leading engineering teams to deliver high-ROI automation and Machine Learning solutions across EMEA.

Socials

Experience

Education

Certificates & Badges

No certificates or badges added

Projects

Quant Finance + AI/ML Strategies(Private) | Python, TensorFlow, Docker, YFinance

Quantitative Analyst

  • Deep Reinforcement learning for quantitative finance

  • AI-Driven Financial Mastery: Unleashing Deep Reinforcement Learning for Precision Trading
    Strategies

Wikipedia Live Updates Tracking (Private)| Python, PinotDB, Apache Kafka, Docker, Streamlit

Realtime Analytics Engineer

  • Harnessing the Pulse of Knowledge: Building a Real-Time Analytics Engine to Track Wikipedia's
    Live Updates

  • Unleashing Insights at Wikipedia Scale: Orchestrated, built and improved a streaming
    infrastructure powering Real-Time Analytics for the World's Largest Encyclopedia

Ministry of Health DAP | Python, Facebook’s NeuralProphet, JavaScript, Java

https://drive.google.com/file/d/1OSIYH1hKlQfLp1y9BMJopH_7n6H3nZZk/view?usp=sharing

Analytics Engineer

  • Unlocking Health Insights for Kenya: 18% Forecasting Leap Powers Data-Driven Decisions at
    Ministry of Health

  • Advanced Analytics for Public Health: Leveraged NeuralProphet driving precision forecasting for
    Kenya's Health Ministry

Real-time Mood balancer | Python, TensorFlow, CUDA, NVIDIA Jetson Nano GPU

https://medium.com/@billygareth01/mood-balancer-project-by-billy-gareth-e0c88230d89a

AI/ML Engineer

  • Developed a cutting-edge real-time GPU solution that predicts the level of concentration of
    audience and suggests activities to do, thereby enhancing audience engagement and
    satisfaction.

  • AI-powered Audience Engagement: Predicting Concentration & Boosting Satisfaction with Real
    time Mood Balancing

KHE Reporting Dashboard (Private)| Python, Flask, Jinja, MySQL, Docker

Software Engineer

  • Spearheaded Logistics Analysis for Kenya's Leading Horticultural Exporter (30% Efficiency Boost,
    15% Cost Reduction), leveraging Flask and Jinja templates and integrating MySQL for real-time
    data visualization

  • Automated Supply Chain Insights Fuel 30% Efficiency Surge at KHE Ltd

Advanced Loan Optimization Engine (Private)| Python, Scikit-learn, Markov Chains, Monte Carlo Simulation

Data Scientist - Finance

  • Architected End-to-End Credit Risk Optimization System delivering $250-280K annual profit with
    3.8 4.2% ROI through advanced Markov Chain modeling and stochastic optimization algorithms,
    reducing manual review workload by 95% while maintaining <6% default rate

  • Engineered Sophisticated Multi-Model Framework combining Markov Decision Processes, Monte
    Carlo Simulation (1,000 iterations), and Greedy Knapsack algorithms to optimize loan limit
    increases across 25,068 customer segments, achieving 91% prediction accuracy with $107K
    Value-at-Risk at 95% confidence

Languages

English

Native

Swahili

Native

Skills

Data Analysis

Data Analytics

Software Development

Machine Learning

Data Engineering

Financial Data Management

Computer Software Engineering

Software Development Management

Strategy and Leadership

Machine Learning Algorithms

Artificial Intelligence / Machine Learning Applications

Developing Machine Learning Algorithms

Artificial Intelligence / Machine Learning Related Activities

Agent Development

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