UP
Directional long-bias classifier. Probabilistic up-move signal across horizons.
Deep Beta Technology LLC delivers advanced analytics, rigorous backtesting on financial products, and enterprise-grade AI solutions. Thirteen specialized machine-learning models — UP, BREAKOUT, REGRESSION and ten more — score every asset every bar, routing signals through constrained risk management and a state-of-the-art execution layer.
Each model is independently trained, walk-forward validated, and ranked by Sharpe / Calmar / Drawdown / Return.
Directional long-bias classifier. Probabilistic up-move signal across horizons.
Range-expansion detector with regime gating and volatility scaling.
Continuous return forecast — calibrated for portfolio sizing.
Short-horizon reversion in equities, FX and indexes.
Cross-sectional and time-series momentum across universes.
Persistence model fed by price, volume and macro features.
Volatility state classifier driving leverage and gating.
News & social sentiment encoder for event-driven alpha.
Pre/post earnings drift with surprise and guidance features.
Rates, DXY, credit and liquidity overlay across all assets.
Statistical arbitrage on cointegrated baskets.
Implied-vol & flow signals where derivatives data exists.
Stacking layer that combines the 12 specialists into the production signal.
From US large-cap to Asia-Pac and crypto majors — one feature pipeline, one risk book.
S&P 500 and NASDAQ constituents · ETFs · sectors · top indexes.
KRX (Korea), JPX (Japan — TSE / OSE), HKEX (Hong Kong) — equities & indexes.
FTSE products, ETPs and listed structured instruments.
SPX, NDX, DXY, FTSE, Nikkei, HSI, KOSPI — index futures and CFDs.
Energy, metals and agriculturals — futures & CFD instruments.
Majors and crosses — G10 plus selected EM pairs.
BTC, ETH and top liquid pairs — spot and perpetuals.
Leveraged equity products and contracts-for-difference where licensed.
Features are generated in major parts and fused before any model sees a bar.
Multi-timeframe returns, realized vol, order-flow proxies, gap statistics, range expansion and breadth.
Earnings surprise, guidance deltas, revisions, valuation z-scores, calendar proximity.
Rates, curve shape, DXY, credit spreads, liquidity and global risk-on/off regime tags.
Headline embeddings, event tagging, central-bank calendars, geopolitical shock flags.
News sentiment, social signal, options flow, ETF creations/redemptions where available.
Cross-asset correlations, lead-lag features and basis between spot / futures / CFD.
Each layer is independently testable and replaceable.
Tick / bar / fundamentals / macro / news ingest → versioned feature store with point-in-time correctness.
Specialists trained per family, walk-forward and purged-CV validated.
Ensembling, regime gating, signal calibration and conviction scoring.
Horizon, sizing, holding-period and universe rules — per-asset and portfolio.
Organization-specific constrained RM (mandate / exposure / liquidity caps) plus standard RM (VaR, drawdown, vol-target, correlation, stress).
SOTA execution with adaptive scheduling, slippage modeling, smart routing and venue selection.
Live drift detection, kill-switches, circuit breakers and post-trade attribution.
Validation-window aggregates across the production model family. Indicative — past performance is not a guarantee of future results.
Deep Beta Technology LLC is a technology firm delivering advanced analytics, backtesting on financial products, and AI solutions to enterprises. Our services span treasury management, enterprise AI solutions, and quant ML & AI algorithmic trading. Our research, risk and execution stack runs end-to-end on our internal "Brainy" platform with a 13-model machine-learning engine for global cross-asset markets.
We operate strictly as a technology vendor: clients license our solutions, services, and quant models for a fee. We never hold client accounts or assets in custody, and we never split profits.
Nyam-Ochir Bold — quant researcher and engineer leading Deep Beta Technology LLC.
Prior to founding Deep Beta, Nyam-Ochir collaborated with external quantitative investment organizations, contributing high-performance ML-driven strategies and end-to-end backtesting across equities, commodities, forex, derivatives, and options markets. These engagements were personal collaborations by the founder and do not constitute a partnership with Deep Beta Technology LLC.
Organizations the founder personally collaborated with prior to establishing Deep Beta Technology LLC. These are not partnerships of Deep Beta Technology LLC.
Investment holding company operating across European and global financial markets.
Alternative investment fund focused on systematic strategies and financial innovation.
Quantitative investment, AI strategy, and cross-Pacific capital management.
deerfieldgreen.com →Live monitoring, backtests, model rankings and portfolio aggregation across all DeepBeta universes.