synthetic-data-studio

Apa ini?

🎯 Tips Simulator

📚 Glosarium

SyntheticData

Data yang dihasilkan secara artifisial meniru data nyata

GAN

Jaringan Permusuhan Generatif

VAE

Autoencoder Variasi

DifferentialPrivacy

Jaminan privasi matematis

Fidelity

Seberapa mirip data sintetis dengan statistik data sebenarnya

Utility

Betapa bergunanya data sintetis untuk ML

TSTR

Berlatih di Sintetis, Uji di Nyata

ModeCollapse

GAN gagal menghasilkan keluaran yang beragam

DataAugmentation

Membuat lebih banyak data pelatihan dari yang sudah ada

AgenticAI

Sistem AI dengan banyak agen yang berkolaborasi

🏆 Tokoh Utama

Ian Goodfellow

GAN yang Diciptakan

Lei Xu

CTGAN untuk data tabel

Neha Patki

Gudang Data Sintetis

💬 Pesan untuk Pelajar

{'encouragement': "You're learning about one of AI's most practical applications. Synthetic data solves real problems - privacy, data scarcity, and fairness - that hold back AI development worldwide.", 'reminder': 'Synthetic data is already used in healthcare, finance, and autonomous vehicles. This technology protects privacy while advancing AI.', 'action': 'Generate synthetic datasets in the simulator. Compare distributions. Watch agents collaborate. See how quality metrics work.', 'dream': 'A data scientist from Kenya might develop synthetic data methods for underrepresented populations. An AI researcher from Nigeria might solve the fidelity-privacy tradeoff. Data generation needs global perspectives.', 'wiaVision': 'WIA Pin Code believes synthetic data democratizes AI. When anyone can generate training data, AI development becomes accessible to everyone, everywhere.'}