Is the data reliable? → MAD / Huber outlier screen
Is the signal still valid after costs? → (with MARP-RX cost model) + SPRT confirmation
Live educational modules (Node.js)
HAR-RV realized volatility forecast
Adaptive conformal prediction intervals
Probability calibration (Platt-lite)
CUSUM + Page–Hinkley change detection
MAD + Huber robust filtering
Adaptive Mixture-of-Experts weights
Wald SPRT sequential confirmation
DRO-lite portfolio shrink
Online model-drift monitor
Multi-level microprice (with order book)
Python / research later
Rough Bergomi / Rough Heston / RFSV
Full Wasserstein DRO
Graph neural market networks · Louvain centrality
Queue-reactive LOB Markov simulators
PCMCI / large-scale causal discovery
Disclaimer
Educational uncertainty layer. Approximations of research methods — coverage and calibration are not statistically certified for live capital. No guaranteed returns. No auto trading.
Built in India · The Great Kalviyogi Idea · VSKM Nagarajan · Edunivra Pvt Ltd