A professional AI learning platform showcasing Machine Learning, Deep Learning, NLP, and Agentic AI.
From theory to production — built on Synology NAS, deployed to AWS.
Each project is a containerized microservice — built and tested on NAS, deployed to AWS.
K-Nearest Neighbors classifier on the classic Iris dataset. Submit features, get classification with confidence scores.
/ml/iris-knn/ Try it →Linear Regression on the California Housing dataset. Predict median house values from 8 features with an interactive slider UI.
/ml/housing-linear/ Try it →PyCaret AutoML pipeline that benchmarks 7 algorithms on the Titanic survival dataset and serves the best model with AUC/F1/Accuracy metrics.
/ml/titanic-automl/ Try it →PyTorch CNN classifier on MNIST. Draw a digit on the HTML5 canvas, get the prediction with per-class confidence bars. ≥98% test accuracy.
/dl/mnist-cnn/ Try it →PyTorch LSTM trained on 2.5 years of NYC CitiBike daily ride counts. Pick a date, get a 14-day forecast with an MC-Dropout confidence band and a compare-to-actuals overlay.
/dl/lstm-forecast/ Try it →Real-time object detection — bounding boxes and class labels via API.
/dl/object-detection PlannedTransformer-based sentiment classifier — positive, negative, neutral detection.
/nlp/sentiment PlannedExtract people, places, and organizations from text via HuggingFace transformers.
/nlp/ner PlannedAutonomous AI agent powered by Claude API. Multi-step reasoning, tool use, and structured outputs.
/agentic/claude-agent PlannedProduction-grade tools across all domains.
Shared services powering all ML experiments and model tracking.
Experiment tracking, run history, parameters, metrics, and model artifact storage for all ML projects.
Open MLflow →S3-compatible object storage for model artifacts, datasets, and MLflow experiment outputs.
ml-minio:9000 · internalShared relational database for prediction audit trails and structured ML project data.
ml-postgres:5432 · internalIn-memory cache for inference results, rate limiting, and session state across ML services.
ml-redis:6379 · internal