Learning and Skills

Topics and skills from coursework, research, and hands-on builds — newest first. Certificate scans live on Certificates & Awards.

Jun 2026 · South Korea

Integration Readiness Score (IRS) across 79 Korean cities from skill, language, and origin
MapLibre 3D map with per-city IRS markers and profile-driven personalization
Saramin job scraping via Bright Data Web Unlocker, cached in Firestore
Claude assistant with profile context — skill, Korean level, IRS, and target city
Installable PWA on Vercel (React + Vite frontend, Express API)

Skills

Full-stackMapLibreClaude APIBright DataFirestorePWAReactViteExpressVercel

Mar–Apr 2026 · Udacity

AWS AI/ML services and cloud-native patterns for applied AI workloads
Hands-on implementations connecting ML theory to production-style pipelines on AWS

Skills

AWS AI/MLCloud-native MLApplied AIML pipelines

Mar–Apr 2026 · DeepLearning.AI (Coursera)

Neural Networks and Deep Learning
Improving Deep Neural Networks: hyperparameter tuning, regularization, and optimization
Structuring Machine Learning Projects
Convolutional Neural Networks
Sequence Models
Architectures: CNNs, RNNs, LSTMs, and Transformers
Training strategies: dropout, BatchNorm, Xavier/He initialization
Built models in Python and TensorFlow for speech recognition, music synthesis, chatbots, machine translation, and NLP

Skills

Neural networksCNNsRNNsLSTMsTransformersTensorFlowPythonHyperparameter tuningNLPSpeech recognitionMachine translationML project structure

2026 · KDU Global

Quantitative study of how users perceive AI recommendations (ResQue framework on Netflix and YouTube)
Survey design, Likert scaling, and connecting perceived quality to trust and transparency
Why explainable recommendation UX matters as much as offline accuracy

Skills

Quantitative researchSurvey designLikert scalingUser-centered AIExplainable AITrust & transparency

Mar 2026 · GenAI Academy World Wide Vibes

Bright Data for scheduled scraping and keeping civic/economic feeds fresh
Firebase (Realtime Database & Firestore) for live dashboard data
Vibe coding — rapid AI-assisted iteration, sharpened under hackathon pressure
Claude API integration for the city assistant and natural-language Q&A on civic data
Full-stack delivery: React, Node/Express, Mapbox, and Vercel deployment in a two-week sprint

Skills

ReactNode.jsExpressFirebaseClaude APIBright DataMapboxVercelRapid prototypingData visualization

Dec 2025–Mar 2026 · Stanford Online / Coursera

Supervised Machine Learning: Regression and Classification
Advanced Learning Algorithms
Unsupervised Learning, Recommenders, Reinforcement Learning
Supervised learning: linear regression, logistic regression, neural networks, and decision trees
Unsupervised learning: clustering and anomaly detection
Recommender systems and reinforcement learning
Best practices for building machine learning models and applying techniques to real-world problems

Skills

Supervised learningUnsupervised learningRecommender systemsReinforcement learningscikit-learnTensorFlowNLPModel evaluation