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🌍 Industrial-Grade AI Services
Powered by TMG Makerspace Africa

👋🏾 Hi, I'm Sudhir!

Welcome to my GitHub! I'm passionate about transforming data science experiments into production-ready solutions, particularly in the challenging and diverse context of Africa. At TMG Makerspace Africa, I build resilient AI infrastructures designed for real-world implementation.

🎯 Mission

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.

💥 What Sets Us Apart

  • 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

🚀 Flagship Solutions

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

🛠️ Core Technology Stack

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
Security HashiCorp Vault • AWS IAM • Azure Sentinel

📈 Service Distribution

pie showData
    title Service Mesh Utilization
    "AI Orchestration" : 42
    "Edge Compute" : 33
    "Data Ingestion" : 25
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🌍 Impact Areas

  • 🏢 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

🛠️ Technology Expertise



🚀 Live Demos

🏆 Certifications & Achievements

View Certifications & Achievements

📊 GitHub Stats

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Building Africa's AI Future