Featured Cloud Projects
You are welcome to explore my curated selection of end-to-end solutions built on modern cloud infrastructure,
demonstrating how scalable, secure, and cost-efficient systems are designed in practice.
Applications Framework Design
Git 10-step strategy: A CI/CD Architecture framework for scalable and operationally efficient projects and services.
Factlet
A minor, brief, or trivial item of true information system that makes information memorable and sticky across diverse fields.
AI Sentiment Analysis
AI Serverless Smart Inbox with Real-Time Sentiment Analysis.
AI RAG Chatbot
Intelligent FAQ Chatbot using Amazon Bedrock (RAG) on custom internal/sensitive documents.
ML Churn Modelling
Production-Grade Customer Churn Prediction System Leveraging Containerized ML and AWS Serverless Infrastructure.
ML Anomaly Detection System
Cybersecurity Threat Detection System using Amazon SageMaker.
Resource Articles
Benefit and Cost Breakdown of Core Cloud Services
High-level cost and benefit summary for the AWS core services used in most architecture frameworks.
Read ArticleCloud Security in AWS Ecosystem
A comprehensive overview of security best practices, threat mitigation strategies, and compliance frameworks within AWS.
Read ArticleProfessional Experience
Cloud AI|ML Engineer | Consulting
ML Churn Modelling
Customer behavior analysis, churn prediction using classification models, feature engineering, model evaluation, and retention strategy insights.
ML Anomaly Detection
Detection of outliers and rare events using statistical methods, isolation-based models, and unsupervised learning.
AI RAG Chatbot
Retrieval-augmented generation pipelines, vector databases, prompt orchestration, and LLM integration for factual AI responses.
AI Sentiment Analysis
Natural language processing for emotion and opinion mining using transformers, text embeddings, and classification models.
Senior Internal Audit
Audited 1000+ companies on UIF/Ters audit.
Executive Assistant
Organising & Managing projects and training support.
Cloud | Certifications
AWS Certified Machine Learning
End-to-end ML workflows, feature engineering, model training, evaluation, deployment, and monitoring on AWS.
AWS Certified AI Practitioner
Foundational AI concepts, generative AI use cases, responsible AI, and AWS AI/ML services integration.
AWS Certified Cloud Practitioner
Core AWS services, cloud architecture principles, security, pricing models, and shared responsibility.
Data Scientist | Porcupine Union
Data Pipeline Setup
Streamlined Denmark’s data infrastructure for claims, client risk profiles, and insurance premiums with SAS and Python.
Model Development
Developed and designed models for machine learning and other advanced analytical methods on server environments.
Model Monitoring
Monitored model performance and accuracy over time.
Analytics | Certifications
Machine Learning A-Z™: Python & R in Data Science
Supervised and unsupervised learning, data preprocessing, model selection, and hands-on implementation in Python and R.
Applied Analytics using SAS Enterprise Miner
Data preparation, exploratory analysis, predictive modeling, and model comparison using SAS Enterprise Miner workflows.
Predictive Modelling Using SAS Logistic Regression
Binary classification modeling, variable selection, odds interpretation, model validation, and performance metrics in SAS.
SAS Risk Dimensions: Configuration and Analysis
Risk data modeling, rule configuration, exposure analysis, and regulatory risk reporting within SAS Risk Dimensions.
Data Scientist | King Price
Insurance Pricing Models
Modelled premium pricing for household contents and building insurance products using Generalized Linear Models (GLM) to optimize the company’s loss ratio.
Product Development
Led product development initiatives utilizing insurance telematics and predictive modelling to create an add-on vehicle insurance product.
Data Analytics & Presentation
Designed and automated sales and renewal dashboards, including monthly premium upgrade tracking based on telematics scores.
Postgraduate | Education
MSc in Quant. Risk Management
North-West University (Potchefstroom), South Africa | 2013
BSc (Hons) in Quant. Risk Management
North-West University (Potchefstroom), South Africa | 2012
BSc in Actuarial Science
University of Cape Coast, Ghana | 2009
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