01COMPUTER VISION
Vision Lab
YOLO11n object detection on your webcam or any image, running entirely in the browser.
ONNX Runtime WebYOLO11nWebAssemblyCanvas
Systems that see, reason, and ship
Sebastian LauAI/ML Software EngineerAWS | Generative AI | Computer Vision | Data Analytics
I build computer vision, forecasting, and model-powered products that work beyond the demo.
Real model output
YOLO11n · MULTI-OBJECT TRACKINGModel output playing
PIPELINEYOLO11n + BYTE TRACK
PROCESSED FOOTAGEFRAME 0000
ModelYOLO11n
Video rate29.97 FPS
Detector classes04
TrackerBYTE TRACK
YOLO11n and ByteTrack generated every box and ID. Pre-rendered for fast browser playback.
Source footage · João Pavese / PexelsLive projects
OPEN IN YOUR BROWSERTry them live.
Three deployed projects you can use right now. No sign-in, nothing to install, and the source is on GitHub.
02FORECASTING
Forecast Studio
Forecasts real NYC subway, Wikipedia, and CO₂ data. Fifteen models compete on a chronological holdout.
Time seriesHolt smoothingBacktestingOpen data
03GENERATIVE AI · RAG
GovScrape AI
Scrapes .gov sources for cancer research and builds a brief where every line cites its page.
RetrievalCloudflare WorkersxAI GrokFastAPI
Selected systems
2024 TO NOW01COMPUTER VISIONReal-time object tracking
60 FPSlive processing
YOLO detection, SAM 2.1 segmentation, stable track IDs, and occlusion recovery at 60 FPS.
PythonPyTorchYOLOYOLO-ESAM 2.1SAMURAIUltralyticsOpenCV
Pipeline
YOLO detections feed SAM 2.1 masks and persistent IDs.
Engineering
Built capture, association, overlays, and multi-object tracking.
Research
Tested SAMURAI workflows to reduce drift through occlusion.
02APPLIED AIReadiness forecasting
70%+less manual review
FastAPI forecasts, anomaly signals, and explainable risk scores from supply data.
PythonFastAPIPandasNumPyPostgreSQLAWS BedrockLangChainRAGMCP
Data
PostgreSQL and Pandas power forecasting and anomaly detection.
Product
A FastAPI dashboard ranks parts by shortage risk.
AI
Bedrock, LangChain, and MCP explain trends in plain language.
03MODERNIZATIONLegacy intelligence
100K+lines analyzed
Mapped COBOL logic, dependencies, and migration risk for AI-assisted modernization.
COBOLJavaPythonSQLAWS TransformMCP
Scope
Analyzed more than 100,000 lines of legacy COBOL.
Analysis
Extracted business logic and mapped dependencies.
Handoff
Documented risks for safer AWS Transform migrations.
Computer vision, forecasting, and backend systems. Built for real operations.
AI systems for vision, readiness, and legacy modernization.
Illustrative system view · Demo data
From signals to readiness.
Forecasting and risk scores flag parts before shortages affect readiness.
Fleet readiness forecast
60-day outlook · DemoProjected readinessForecast trend
Today+30 days+60 days
Supply riskComponent mix
HighWatchStable
Risk by subsystemPriority queue
Hydraulics
84
Avionics
68
Propulsion
52
Airframe
31
Shortage horizonEarly warning
Actuator assembly14 daysHigh
Sensor module27 daysWatch
Power unit41 daysWatch
Demo data. No operational values shown.
Model intelligence
THE VISION STACKThe vision stack.
Detect, segment, and preserve identity fast enough to matter.
Detection
YOLO · YOLO-E · Ultralytics
Real-time targets, boxes, and confidence scores.
Segmentation
SAM 2.1
Pixel-precise masks around detected objects.
Tracking
SAMURAI · custom association
Stable identities through motion and occlusion.
ML foundations
PyTorch · TensorFlow · scikit-learn
Training, evaluation, and predictive modeling.
Beyond the model
PRODUCTION SYSTEMSModels need systems.
AI orchestration
Models connected to tools and structured data.
Data intelligence
Forecasting, anomaly detection, and risk scoring.
Production APIs
FastAPI and Node.js services built for use.
Delivery
Docker, Kubernetes, SageMaker, and AWS.
How I approach the workUnderstand · Build · Deliver
Find the signal
Define the data, constraint, and decision.
Test the pipeline
Measure real failure modes, not just metrics.
Build the product
Deliver reliable APIs, interfaces, and monitoring.
Technical skills
The complete stack.
Languages
PythonJavaScript/TypeScriptSQLJavaCOBOL
Machine learning and data
PyTorchTensorFlowscikit-learnPandasNumPyTime-series forecastingAnomaly detectionFeature engineering
Generative AI and vision
AWS BedrockLangChainRAGMCPYOLOYOLO-ESAM 2.1SAMURAIUltralyticsOpenCV
Full stack and APIs
FastAPIFlaskNode.jsReactNext.jsREST APIsPlaywrightPostman
Cloud, databases, and DevOps
AWS SageMakerS3AWS TransformPostgreSQLDockerKubernetesGitCloudflare