Projects
Project portfolio
A showcase of impactful projects spanning AI/ML, cloud architecture, data engineering, and enterprise software development
Creative Bet AI
Betway Africa
Built an AI-enabled social media content creation tool that helps teams produce Corporate Identity compliant social content consistently and quickly.
Key achievements:
- Reduced social media post creation from hours or days to seconds
- Created preset templates users can populate without raising design tickets for Photoshop changes
- Implemented a content library for saving high-quality generated assets for later reuse
- Added podcast generation using ElevenLabs for fast audio content workflows
- Built character and persona tooling for generating consistent AI images and videos
- Integrated Leonardo as the primary provider for image and video generation models
Technologies used:
AML, Fraud & Responsible Gambling ML System
Betway Africa
Contributed in the implementation of a comprehensive machine learning solutions for detecting fraud, money laundering, and gambling abuse patterns using unsupervised learning algorithms.
Key achievements:
- Utilized K-Means clustering, Isolation Forest, and Gaussian Mixture models for risk categorization
- Built web portal for business users to review and tag high-risk cases
- Collaborated with data engineering to develop new features for model training
- Set up a strategy to transition to supervised learning with generated ground truth data
Technologies used:
RAG System with Real-Time Knowledge Updates
Betway Africa
Developed a Retrieval Augmented Generation interface for business knowledge interaction with automatic updates from multiple sources.
Key achievements:
- Integrated SharePoint, and local disk as knowledge sources
- Implemented Graph API webhooks for real-time vector store updates based on SharePoint events
- Enabled near real-time access to latest business information
- Built chatbot-like interface for intuitive knowledge access
- Mirrored SharePoint access controls so users could only search documents they have access to in Sharepoint
Technologies used:
OCR-Powered Expense Tracking System
Betway Africa
Built an in-house expense tracking solution using AI-powered OCR to automate expense capture and processing.
Key achievements:
- Trained Azure Document Intelligence model for receipt field extraction
- Developed camera integration for real-time receipt capture
- Implemented data persistence in Fabric Lakehouse with blob storage
- Created Power BI dashboard for expense analytics
Technologies used:
Sox Audit Automation Platform
Osiris Trading - Betway Africa
Automated the Sox Audit process for financial compliance using serverless Azure architecture.
Key achievements:
- Built orchestration with Azure Logic Apps and C# Azure Functions
- Connected on-premises SQL via On-Premises Gateway
- Created Infrastructure as Code using ARM templates
- Enabled rapid deployment across multiple company environments
Technologies used:
Microsoft Fabric ETL Pipelines
Osiris Trading - Betway Africa
Migrated on-premises ETL processes to cloud using Microsoft Fabric with end-to-end data analytics and self service BI.
Key achievements:
- Integrated third-party REST APIs for data ingestion
- Built PySpark notebooks for data transformation and aggregation
- Implemented dimensional modeling with star schema
- Delivered comprehensive Power BI reports for business insights
Technologies used:
Standard Bank DevOps Platform
Standard Bank
Managed and enhanced the DevOps platform for business banking teams with full AWS and Kubernetes infrastructure in team setting.
Key achievements:
- Provisioned AWS infrastructure using Terraform and Terragrunt
- Developed and maintained Helm charts for Kubernetes deployments
- Implemented comprehensive monitoring with Prometheus, Thanos, and Grafana
- Provided production support and mentored junior engineers
Technologies used:
Cloud Architecture for Financial Services
Synthesis Software
Built secure cloud architectures for financial services clients using Infrastructure as Code.
Key achievements:
- Designed and implemented AWS architectures for multiple clients
- Automated infrastructure delivery with Terraform Cloud
- Ensured security compliance for financial services sector
- Managed infrastructure across development, staging, and production
Technologies used:
TransUnion API Development
Synthesis Software
Full-cycle API development for TransUnion from requirements gathering to production deployment.
Key achievements:
- Sole responsibility for multiple APIs from design to production
- Implemented secure inter-service communication with TLS certificates
- Deployed on Linux RHEL8 with Nginx load balancing and reverse proxy
- Managed PostgreSQL, Oracle SQL, and Redis databases
Technologies used:
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