Applied AI/ML | Automation | Intelligent Systems

Banyar Htet Naung

Focused on |

I build systems that turn data into decisions across models, APIs, dashboards, and deployment.

AI / ML
  • Prediction & classification models
  • End-to-end ML pipelines
  • Built for real-world use
Automation
  • Agent-driven workflows
  • Tool-integrated systems
  • Real-time decision flows
Analytics
  • Dashboards & insight systems
  • Operational analytics
  • Decision support layers
Computer Vision
  • Detection & tracking pipelines
  • Visual behavior analysis
  • Camera-based intelligent systems
INPUTHIDDENOUTPUT
inference stream
bro what is it doing
this was a mistake
don’t trust this model
it seemed like a good idea
AGENTIC DECISION INTELLIGENCE SYSTEMSIGNAL LAYERDECISION LAYEROUTPUT LOOPDecision IntelligenceSTATE - DECISION - ACTIONVISION INPUTML MODELSDATA PROCESSINGCONTEXT & DATAEDGE / IOTAPI / EVENTSTOOL LAYERAGENT REASONINGINSIGHTSACTIONSMEMORYKNOWLEDGE BASEPLANNINGFEEDBACK LOOP