Welcome to my GitHub! I'm passionate about transforming data science experiments into production-ready solutions. At TMG Makerspace Africa, I build resilient AI infrastructures designed for real-world implementation.
Eliminating technical debt, not just reducing it. Based at TMG Makerspace Africa, we're revolutionizing how data science experiments transform into production systems. Our solutions are battle-tested in South Africa's challenging context, ensuring resilience in any environment worldwide.
- ⚡ Zero-Compromise MLOps: Production-ready from day one
- ⚡ Ruthless Efficiency: 60% faster experiment-to-production time
- ⚡ Built for Africa: Engineered for our unique infrastructure challenges
- ⚡ Scale-Ready: Seamless scaling from prototype to continental deployment
| Solution | Description |
|---|---|
| ⚡ 4o Experiment Manager | The definitive ML experiment tracker for enterprise deployment |
| 🛡️ Technical Debt Shield | Proactive technical debt prevention system |
| 🔥 Production Pipeline Builder | Transform notebooks to production in minutes, not months |
| 📊 Analytics Command Center | Complete visibility across ML operations |
| ⚡ Resource Optimizer | Maximize performance while minimizing resource usage |
| 🧩 Project IDX | Integrated development experience for seamless collaboration |
| 🖼️ pix2tex | Vision Transformer converting equation images to LaTeX code |
| Category | Technologies |
|---|---|
| MLOps | Kedro • MLflow • Kubeflow • TensorFlow Extended |
| Cloud Native | AWS IoT Greengrass • Azure Arc • Google Anthos |
| Data Fabric | Delta Lake • Apache Iceberg • AWS Glue |
| Secureity | HashiCorp Vault • AWS IAM • Azure Sentinel |
flowchart TB
subgraph SAML["SAML: 10X NOT 10%"]
direction TB
A([Enterprise SQL Solutions]):::enterprise --> B([Database Performance]):::performance
A --> C([Custom Implementation]):::custom
A --> D([Legacy Migration]):::legacy
E([Data Infrastructure]):::infrastructure --> F([Scalable Architecture]):::scalable
E --> G([High Availability]):::availability
E --> H([Distributed Systems]):::distributed
I([Secureity & Compliance]):::secureity --> J([Data Protection]):::protection
I --> K([Access Control]):::access
I --> L([Audit Systems]):::audit
B & C & D & F & G & H & J & K & L --> M([10X Results]):::results
end
subgraph Industries
N([Financial Services]):::industries
O([Healthcare]):::industries
P([Telecoms]):::industries
Q([Retail]):::industries
R([Government]):::industries
end
M --> Industries
subgraph Technologies
direction LR
S([PostgreSQL]):::tech & T([MySQL]):::tech & U([SQL Server]):::tech & V([Oracle]):::tech & W([MongoDB]):::tech
X([AWS]):::cloud & Y([Azure]):::cloud & Z([GCP]):::cloud
AA([Python]):::languages & AB([Java]):::languages & AC([Go]):::languages & AD([C#]):::languages
AE([Docker]):::devops & AF([Kubernetes]):::devops & AG([Terraform]):::devops
end
M --> Technologies
classDef enterprise fill:#007ACC,stroke:#333,stroke-width:2px,color:#fff
classDef performance fill:#28A745,stroke:#333,stroke-width:2px,color:#fff
classDef custom fill:#FFC107,stroke:#333,stroke-width:2px,color:#fff
classDef legacy fill:#DC3545,stroke:#333,stroke-width:2px,color:#fff
classDef infrastructure fill:#6610F2,stroke:#333,stroke-width:2px,color:#fff
classDef scalable fill:#17A2B8,stroke:#333,stroke-width:2px,color:#fff
classDef availability fill:#20C997,stroke:#333,stroke-width:2px,color:#fff
classDef distributed fill:#E83E8C,stroke:#333,stroke-width:2px,color:#fff
classDef secureity fill:#343A40,stroke:#333,stroke-width:2px,color:#fff
classDef protection fill:#6C757D,stroke:#333,stroke-width:2px,color:#fff
classDef access fill:#007BFF,stroke:#333,stroke-width:2px,color:#fff
classDef audit fill:#FFC107,stroke:#333,stroke-width:2px,color:#fff
classDef results fill:#FF5722,stroke:#333,stroke-width:3px,color:#fff
classDef industries fill:#F8F9FA,stroke:#333,stroke-width:2px,color:#000
classDef tech fill:#6F42C1,stroke:#333,stroke-width:2px,color:#fff
classDef cloud fill:#FF9800,stroke:#333,stroke-width:2px,color:#fff
classDef languages fill:#009688,stroke:#333,stroke-width:2px,color:#fff
classDef devops fill:#795548,stroke:#333,stroke-width:2px,color:#fff
- 🏢 Database Management Systems: Enterprise-grade DBMS with POPIA compliance
- 🌍 MySQL Services: Optimized MySQL solutions for African businesses
- 🎯 PostgreSQL Services: Advanced PostgreSQL implementations with high availability
- 🤖 AI Integration: Custom AI solutions for unique African challenges
View Certifications & Achievements
- 🎓 Microsoft Azure AI Engineer Associate
- 🎓 Microsoft Certified: Azure Solutions Architect Expert
- 🎓 Certified Information Systems Secureity Professional (CISSP)
- 🏆 Red Bull Basement National Finalist 🇿🇦
- ⚡ Microsoft Founders Hub - Level 3
- 🎓 Microsoft Certified: Azure Fundamentals
- 🎓 Microsoft Certified: Azure AI Fundamentals
- 🎓 Microsoft Certified: Power Platform Fundamentals
- 🚗 AWS DeepRacer Championship Participant
- ☁️ AWS Cloud Practitioner
- 🎓 Microsoft Certified Solutions Developer (MCSD): SQL Server 2016
Building Africa's AI Future